SENTIMENT ANALYSIS OF RESPONSES FROM BENEFICIARIES TO LIVELIHOOD SUBPROJECTS IN ZAMBIA¶
Author: Nathan Namatama
Institution: Leibniz Institute of Ecological Urban and Regional Development and Technical University of Dresden
Year: 2024
Related Publication: The effects and impacts of livelihood activities and unplanned human settlement growth on greenspace and wetland landscapes in Zambia: A case of the three areas of the Pilot Programme for Climate Resilience (PPCR)
Purpose of the Analysis¶
The analysis is conducted on the data collection that was conducted in Zambia from 23rd July 2024 to 22nd September 2024. The primary data was collected using ArcGIS Survey123 application in an offline mode mostly in certain areas that did not have access to internet while those that ahd internet an online mode was used. The respondents were interviewed using a semi structured question and the responses were recorede in the application as they were responding to the questions.
The analysis is done in the framework of systems thinking of looking at deep leverage points in the governance for transformation of Social Ecologocal Systems so as to attain sustainable transfomation. The analysis is done in both qualitative and quantitatives (descriptions) to produce graphs and tables that are visualised within the jupyterlab notebook.
1. Importing Libraries¶
The liberarries that are needed for conducting the analysis are installed and downloaded. They are as follows:
- NLTK: For reading text and understanding it in a way that a human can do it
- Re: For text manipulation and pattern matching
- Pandas: For converting tables into a format understandable by the computer as well as visualisation
- Numpy: For conducting statistical culculations
- Matplotlib: For visualisation
- Seabron: For visualisation
- Io: For reading/writing binary and text data efficiently
- Csv: For reading the csv files
- Unicodeddata: For interacting with and analyzing Unicode characters
- String: For language analysis, user input, or file processing
- Plotly: For visualisation
- Plot_Likert: For visualisation of likert scales
- %matplotlib line: For visualisation within the jupyterlab notebook
- Nbconvert: For converting to HTML format
- WordCloud: For creating a word cloud
In [166]:
import nltk
import re
from collections import Counter
from nltk.probability import FreqDist
from nltk.corpus import stopwords
from nltk.stem import WordNetLemmatizer
from nltk.tokenize import sent_tokenize
from nltk.tokenize import word_tokenize
from nltk import sent_tokenize, word_tokenize, pos_tag
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import io
from io import StringIO
import csv
import unicodedata
import string
import plotly
import plotly.express as px
import plot_likert
from sklearn.model_selection import train_test_split
%matplotlib inline
import nbconvert
from nbconvert import HTMLExporter
import nbformat
from wordcloud import WordCloud
In [167]:
nltk.download('punkt_tab')
nltk.download('punkt')
nltk.download('stopwords')
nltk.download('wordnet')
[nltk_data] Downloading package punkt_tab to [nltk_data] C:\Users\nazin\AppData\Roaming\nltk_data... [nltk_data] Package punkt_tab is already up-to-date! [nltk_data] Downloading package punkt to [nltk_data] C:\Users\nazin\AppData\Roaming\nltk_data... [nltk_data] Package punkt is already up-to-date! [nltk_data] Downloading package stopwords to [nltk_data] C:\Users\nazin\AppData\Roaming\nltk_data... [nltk_data] Package stopwords is already up-to-date! [nltk_data] Downloading package wordnet to [nltk_data] C:\Users\nazin\AppData\Roaming\nltk_data... [nltk_data] Package wordnet is already up-to-date!
Out[167]:
True
2. Reading the Excel Table¶
The csv file is converted to a padas dataframe
The dataframe table is displyed with ALL columns and rows with cutting any
In [168]:
df = pd.read_csv(r"D:\DataAnalysis\Social_Survey_Questionnaire_for_Beneficiaries_0.csv")
pd.set_option('display.max_colwidth', None)
pd.set_option('display.max_rows', None)
pd.set_option('display.max_columns', None)
In [169]:
type(df)
Out[169]:
pandas.core.frame.DataFrame
In [170]:
df
Out[170]:
| ObjectID | GlobalID | Logo_TUDresden | Logo_IOER | Name of Researcher: Nathan Namatama | Email: n.namatama@ioer.de | Logo | The social survey questionnaire is meant to gather information on three things: | •\t How social and ecological systems are managed: This includes understanding how communities and natural environments are governed. | •\t How people's livelihood activities change the landscape: This looks at how different livelihoods impact the land, environment as well as the land use land cover change. | •\t How nature-based solutions are put into practice: This explores how solutions that use natural processes and resources are implemented to address environmental and social issues. | 1. Do you agree to take part in the above study? | 2. Do you know that your participation is voluntary and you are free to withdraw anytime? | 3. Do you give permission to the data that emerges to be used by the researchers only in an anonymised form? | 5. Date | 6. Ward Name | 7. Sub Project Name | 8. Type of Livelihood | 9. Size (Lima) | 12. Name of main project | 13. Do you represent other beneficiaries? | 14. How many beneficiaries do you represent? | 15. Do you think that there is trust/collaboration among the group members in the management of Forests, Wetlands, National Game Parks and Biodiversity? | 16. What reasons can you give for your answer above? | 17. Do you think you would be able to self-organise for management of Forests, Wetlands, National Game Parks and Biodiversity in future? | 18. What reasons can you give for your answer above? | 19. Do you think the institutional structures for managing Forests, Wetlands, National Game Parks and Biodiversity need to change? | 20. What reasons can you give for your answer above? | 21. Who resolves a conflicts when it arises as you manage Forests, Wetlands, National Game Parks and Biodiversity? | 22. Are there 'Champions' from where you can seek advice or that act as role models for management of Forests, Wetlands, National Game Parks and Biodiversity? | 23. What reasons can you give for your answer above? | 24. Do you think you can easily accept new knowledge and discard old knowledge on how to manage Forests, Wetlands, National Game Parks and Biodiversity? | 25. What reasons can you give for your answer above? | 26. Have you received any kind of training on the management of Forests, Wetlands, National Game Parks and Biodiversity? | 27. What reasons can you give for your answer above? | 28. Are there national policies that contradicts with the local rules (norms and values) on management of Forests, Wetlands, National Game Parks and Biodiversity? | 29. What reasons can you give for your answer above? | 30. Do you think you can easily accept new laws for the management of Forests, Wetlands, National Game Parks and Biodiversity? | 31. What reasons can you give for your answer above? | 32. Do you have the ability to interpret information from various sources for management of Forests, Wetlands, National Game Parks and Biodiversity? | 33. What reasons can you give for your answer above? | 34. What is your project about? | 35. What values do you express when managing natural resources such as Forests, Wetlands, National Game Parks and Biodiversity? | 36. Do you think your values can be changed in regards to managing nature such as Forests, Wetlands, National Game Parks and Biodiversity? | 37. What reasons can you give for your answer above? | 38. Do you think there are cultural aspects included in the management of Forests, Wetlands, National Game Parks and Biodiversity? | 39. What reasons can you give for your answer above? | 40. Do you think your views and beliefs are valued in the management of Forests, Wetlands, National Game Parks and Biodiversity? | 41. What reasons can you give for your answer above? | 42. What are some of the norms in the management of Forests, Wetlands, National Game Parks and Biodiversity? | 43. Do you think the above mentioned norms can be changed? | 44. What reasons can you give for your answer above? | 45. Are there cultural practices that hinder the sustainable management of Forests, Wetlands, National Game Parks and Biodiversity? | 46. What reasons can you give for your answer above? | 47. Do you think some cultural practices can be changed? | 48. Do you consider cultural aspects when formulating the livelihood projects? | 49. What reasons can you give for your answer above? | 50. What is the main purpose of landscapes (Forests, Water Bodies, Wetlands… etc.) in your livelihood? | 51. Do you think there is need to measure indicators when managing landscapes? | 52. How is your connection to nature like? | 53. What reasons can you give for your answer above? | 54. How long have you worked on this livelihood project? | 55. Does your livelihood depend on the natural resources for a living? | 56. Do you consider changing your livelihood strategy in future? | 57. Do you think it is easier to change your livelihood practices? | 58. Are you able to give reasons for your answer above in your ability to change your livelihood practices? | 59. Have the ecosystem services reduced from the inception of the project in your ward? | 60. Has the deforestation increased in the ward? | 61. Do you think protected areas are a hindrance to your livelihoods? | 62. Are there new livelihood projects that you think of that have never been implemented? | 63. Do you think the livelihood subprojects are contributing to the sustainability of landscapes? | 64. Which livelihood is a major contributor to landscape transformation? | 65. What reasons can you give for your answer above? | 66. Which type of landscape do you depend on much for a livelihood? | 67. What reasons can you give for your answer above? | 68. Do you easily embrace new innovations especially a combination of social and ecological for Nature Based Solutions? | 69. What reasons can you give for your answer above? | 70. Are there clear responsibilities in the effective implementation of Nature Based Solutions in your project? | 71. What reasons can you give for your answer above? | 72. Do you think you can change your principles to fit into national policies? | 73. What reasons can you give for your answer above? | 74. Is there an increase in collaboration among the actors in decision making of the project activities? | 75. What reasons can you give for your answer above? | 76. Do you share your ideas on Nature Based Solutions with Universities, Collages and Training Institutes? | 77. What reasons can you give for your answer above? | 78. Do you think statistical information on weather and climate change (rainfall patterns, temperatures) is important for implementation of Nature Based Solutions? | 79. What reasons can you give for your answer above? | 80. Do you collaborate effectively in the sharing of information for decision making? | 81. Do you think the information assists you in the planning and implementation of NBS? | 82. Are there networks (associations, groups ….etc) or platforms that help in sharing of ideas and information? | 83. Which media do you receive information from? | 84. Do your experiences on the implementation of Nature Based Solutions help in the management of your projects? | 85. Where do you get the knowledge on how to implement NBS? | 86. Do you think livelihood support (such as small community loans) is important for operationalisation of Nature Based Solutions? | 87. Are you able to self finance the Nature Based Solutions? | 88. What reasons can you give for your answer above? | 89. Do you think you have control over access rights of Forests, Wetlands, National Game Park and Biodiversity natural resources? | 90. What reasons can you give for your answer above? | 91. Do you think you have harvesting rights of Forests, Wetlands, National Game Park and Biodiversity natural resources? | 92. What reasons can you give for your answer above? | 93. Do you think you have marketing products rights of Forests, Wetlands, National Game Park and Biodiversity natural resources? | 94. What reasons can you give for your answer above? | 95. Do you think the agreements between the local community and the government are adequate for effective implementation of Nature Based Solutions? | 96. What reasons can you give for your answer above? | CreationDate | Creator | EditDate | Editor | Specify: | Specify:.1 | Specify:.2 | Specify:.3 | Specify:.4 | Specify:.5 | Specify:.6 | Specify:.7 | Specify:.8 | Specify:.9 | x | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | b8330d48-b014-43e9-83ee-65e2eef11c4f | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 7/29/2024 8:04:00 AM | Isamba ward | Isamba coperatives | Goat rearing | 8to12Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | The area would have developed and the wildlife would have increased if there had been collaboration | Strongly_Agree_Likert | They can do it so that the generation that is coming after them can also emulate in looking after the social ecological system | Strongly_Disagree_Likert | The current institutions are fine they do not need to be changed | Local_Authority_Conflict | Strongly_Disagree_Likert | there are no champions in the area to assist in been role models | Strongly_Agree_Likert | To know the knew nkowledge and apply in future for management of SES | Strongly_Agree_Likert | The Tralard has been traing them on how to keep animals, fish and trees | Strongly_Disagree_Likert | There is only one law from the goverment that manages SES | Strongly_Agree_Likert | He can accept as long as the new laws are in line with sustainable management of SES | Strongly_Agree_Likert | The information i get i normally use it to teach other people on the the managment of SES | Animal_Rearing_About | Solidarity_Nature_Express,Responsibility_Nature_Express,Care_Nature_Express | Strongly_Agree_Likert | The values cannot be changed because they are there to protect the SES | Strongly_Disagree_Likert | There are no beliefs but only the laws from the government | Undecided_Likert | He has never contributed any beliefs to any organisation or government for cosideration | Harvesting_Period_Norms,Burning_Bush_Norms | Strongly_Agree_Likert | The government or the sub chief can change the above mentioned norms | Disagree_Likert | It has never happed before in his life time | Undecided_Likert | Strongly_Disagree_Likert | There is no cultural history in the area | Nature_Protection_Purpose | Strongly_Agree_Likert | Psychological_Connection,Material_Connection | The animals can be used by the future generation as well | 3to4Years_Long | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | If the SES are taken care of they can increase in number and bring income | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Wood_Extraction | The trees have been depleted and it has caused reduced rainfall | Agriculture_Areas_Dependent | He cultivates a large area of land so that some crops can be sold for a livelihood | Strongly_Agree_Likert | If the new innovations are important in the area were they are located they can be accepted if they help in managing the SES | Strongly_Agree_Likert | There are clear responsibilitie because they had been discussed and taught each other on how to operate | Strongly_Agree_Likert | Because the SES would be protected from people | Strongly_Agree_Likert | There were discussions and agreements among the project members that the projects can be done and completed | Strongly_Disagree_Likert | There has never been universities that come to discuss | Strongly_Agree_Likert | It reminds us of what the future will be like and plan for the project | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Field_Extension_Services_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge,WithinOurselves_GetKnowledge,LocalAuthority_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | He has kept goats before thus he can do it | Strongly_Disagree_Likert | There are laws like to get a license to go into the forest or park to cut trees or kill animals | Strongly_Disagree_Likert | He does not have the right to get in the forest or water body to harvest | Strongly_Disagree_Likert | There are laws in the marking of forests and wetlands | Strongly_Agree_Likert | The agreement helps protect them in managing the subproject | 7/29/2024 5:47:25 PM | n.namatama_ioer | 12/8/2024 6:46:49 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.000000 | 0.000000 |
| 1 | 2 | bb5a8756-5fa8-425b-b48e-590943d89688 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 7/29/2024 10:10:00 AM | Isamba ward | Misenga cooperative multipurpose society | Goat rearing, Gardening, Fruit trees | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | They aggreed to the rules of the project through a percentage contribution to the project with the agrreemnt to the rules for the contribution to redu tion to climate hange | Strongly_Agree_Likert | The group or instition made can help him in the mamangement of tue projects | Strongly_Agree_Likert | The good parts of the institutions can be keept while those that are not okay can be changed | Local_Authority_Conflict | Strongly_Agree_Likert | There champions that advice them what they should during the project implementation | Strongly_Agree_Likert | It cah help in growing tree because in the way the tree are at the momnt is diffrent from what it was back then | Agree_Likert | Tralard had given them training on how to keep animals and the impirtance of prevejting climTe change | Undecided_Likert | He does not the national policies thus no contribution | NaN | NaN | Strongly_Agree_Likert | The information help in the management of SES | Animal_Rearing_About,Farming_About | Responsibility_Nature_Express | Agree_Likert | They can be changed if they cause destruction to SES | Agree_Likert | Burning the bush in october may destroy the regereation of tree. Some animals may not have foood due to the fire that has cause or destroyed everything | Agree_Likert | They receive the advice but they do not implemet for views into practice | Burning_Bush_Norms,Harvesting_Period_Norms | Disagree_Likert | The keeping of animals can bring problems in the area they are being keept like eating the other crops | Strongly_Agree_Likert | There is need to harvest trees when they have fully grown the same applies to biodiversity | Strongly_Agree_Likert | Strongly_Agree_Likert | There is need to have power in what is being formulated so that there is ownership | Nature_Protection_Purpose | Strongly_Agree_Likert | Philosophical_Connection,Psychological_Connection | How the animals can be used as an example on how people should lead their life | Greaterthan9Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | The SeS can be depleted thus there need to change to agriculture like goat rearing | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | Because i have to clear the land for agriculture to plant crops hence the landscape change | Wetlands_Dependent | The catching of fish is the source of income in this area | Strongly_Agree_Likert | There are cooking stoves that help reduce on the ammout for cooki g have beeen recived | Strongly_Agree_Likert | This can help know others doing and it can be a learni g platform | Strongly_Agree_Likert | There some learns learnt on how to look after SES at the momment than some time ago when when thi gs were done abrutly | Strongly_Agree_Likert | This time there is yoo mucu work that is done as compared way back | Strongly_Agree_Likert | There are no school that teach in that nature of extent | Strongly_Agree_Likert | There is a change in information thst needs to be co sidered when msking decisions | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Field_Extension_Services_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge,WithinOurselves_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | I do not have adquate money thus with support i cannot do anything | Strongly_Agree_Likert | He does not have an organisation thst can help him in the area of control to access | Strongly_Agree_Likert | They are given by God thus he can go and catch fish | Strongly_Agree_Likert | Those are products of the governmet thus he does not have marketing rights | Strongly_Agree_Likert | The laws in the co munity can help the future general to see NBS and akso cann destroy our livelihhod if we destry them | 7/29/2024 5:47:29 PM | n.namatama_ioer | 12/8/2024 7:25:18 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.000000 | 0.000000 |
| 2 | 3 | 4330fe39-a7c1-4c52-adf5-80b1ea153095 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 7/29/2024 12:13:00 PM | Isamba ward | Ninge Cooperative | Goat Rearing, Agricuture-cassava | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | The work is completed without any hindrancies from other members | Strongly_Agree_Likert | There was a copoerative already before tralard come into the picture | Strongly_Agree_Likert | There has been some change in cooperatives institutions because people are taking interest in the cooperatives | Ourselves_Conflict | Strongly_Agree_Likert | They are available but if they are called for help they need to be paid for the services they provide | Strongly_Agree_Likert | Education does not end thus new nkowledge brings new ways of mananging the SES | Strongly_Agree_Likert | The tralard officers taught us how to managed the subproject before the money was disbursed to committee | Strongly_Disagree_Likert | There are simmilar laws from the national to the ones that the loacl chiefs gives in the community | Strongly_Agree_Likert | If the new laws support sustainable managemet of SES,then change is accepted unlike those that hinder effective management which cannot be accepted | Strongly_Agree_Likert | The information can bring different and new infomation for managemet of forests and it can be from different places | Farming_About,Animal_Rearing_About | Responsibility_Nature_Express,Care_Nature_Express | Strongly_Disagree_Likert | There were a lot of natural resources a long time ago than today thus there is danger that the future generation might not find the natural resources | Strongly_Disagree_Likert | There has never been a message from the chief prohibiting the mismanagement of SES but there are only laws from the government | Strongly_Agree_Likert | They being looked especially tralad that sends people to trian beneficiaries | Burning_Bush_Norms,Harvesting_Period_Norms | Strongly_Agree_Likert | The burning period can be changed to september bacause in august the grass is not yet dry while for harvesting perion it can remain like that | Strongly_Disagree_Likert | There are no customary practices that hinder sustainable management | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There are no cultural aspects | Nature_Protection_Purpose,Ancestral_Shrines_Purpose | Strongly_Agree_Likert | Experiential_Connection | Through experiments he gains knowledge on the management of forest | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Change is easier because he is the one who has decides to change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Wood_Extraction | There would a reduction in the number of trees hence contributing to climate change | Agriculture_Areas_Dependent,Wetlands_Dependent | He depends much on agriculture the most than fish because the fish can be depleted | Strongly_Agree_Likert | The new things can help him know/learn about new things as well as improve livelihoods | Strongly_Disagree_Likert | There is need for lessons on the responsibilities | Strongly_Agree_Likert | He can change to new principles that bring sustainability on the management of SES | Agree_Likert | There has been an increase in the area of land under cultivation by the community an indicstion of collaboration | Strongly_Agree_Likert | There are no big universities that collabrate with him | Strongly_Agree_Likert | It helps in planning for the project as well as giving the indication on climate change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Field_Extension_Services_Receive,Community_Radio_Receive | Strongly_Agree_Likert | LocalAuthority_GetKnowledge | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There are challenges with finding money thus he cannot self finance the project | Strongly_Disagree_Likert | There are people who look after the trees in the protected areas | Strongly_Disagree_Likert | I do not have the rights to harvest | Strongly_Disagree_Likert | It belongs to the state | Strongly_Agree_Likert | There is more knowelge received when meeting people hence effective implemetation | 7/29/2024 5:47:36 PM | n.namatama_ioer | 12/8/2024 6:48:13 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 29.628698 | -11.663522 |
| 3 | 4 | a65873e1-686d-4f03-973d-a4620eb9798b | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | no | 7/30/2024 6:13:45 AM | Isamba ward | Twikatene copperatives | Goat rearing and Fish farming and garden of vegitable and onnoind | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | They are to work withbthe goverment and among them selves after they received the money fromnthe projrvt | Strongly_Agree_Likert | They regulations that she has learned gas made her gain capacity to be qble to do it without help | Strongly_Disagree_Likert | There are rules that she was taught that needvto be followed if they are changed thrn it will mean that there will destruction to thr environment | Ourselves_Conflict,Central_Government_Conflict | Strongly_Agree_Likert | There are champions that teach them how to keep gooats and growing tree | Strongly_Agree_Likert | She can continue leqrning to acquire more skills for managemnt of SES | Strongly_Agree_Likert | There are traings that had been conducted from agriculture extension officesrs | Strongly_Disagree_Likert | There are no conflicts because the peole that teach us the they always tell us the same in regards of laws without contractions in thr laws | Strongly_Agree_Likert | Beacuse she had received laws from people from it she can contine to agree to many more new laws | Strongly_Agree_Likert | Becaise they are the ones who has the know of the laws thus without them we cannot know anything | Animal_Rearing_About | Care_Nature_Express | Strongly_Disagree_Likert | We are seeing how the climate is changing thus we cannot chqnge but to follow the regulations | Strongly_Disagree_Likert | There is nothing like but there is only restrictions in cutting downn tress | Strongly_Agree_Likert | There some activities that take place in thr project like building a chilcken run and it was accepted by tralad | Harvesting_Period_Norms,Territorial_Divisions_Norms | Strongly_Disagree_Likert | They cannot change beliefs that have been made by the chief or the goverbment | Strongly_Agree_Likert | There are crop rotations made on the land when cultivating to ensure fertility of soil | Strongly_Disagree_Likert | Strongly_Agree_Likert | At the time of getting the land for the project it comes with regulations | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | To use some of them for income | Greaterthan9Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Because my livelihood would improve | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Land_Agriculture | Because it requires a huge land than the others like making charcoal | Agriculture_Areas_Dependent | Food is the main source of livelihood thus without it there is no way to earn a living | Strongly_Agree_Likert | They bring developement but theu have never received any | Strongly_Agree_Likert | As long as it is done with the whole group then it is possible | Strongly_Agree_Likert | As long as there are lessons given | Strongly_Agree_Likert | There is as long as the people are able to speak for thrmselves and agree to what is beeing discussed | Strongly_Disagree_Likert | There never been one before | Strongly_Disagree_Likert | They have reduecd as compared to a longbtime ago like there were lions unlike now | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Field_Extension_Services_Receive,Community_Radio_Receive | Strongly_Disagree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | Before the projects theybdid not have money but now thay | Strongly_Disagree_Likert | We only have rights to take care of the natural resources as i need a lincese to acces | Strongly_Disagree_Likert | They are woned by government and i can be jailed | Strongly_Disagree_Likert | She does not have a lincense but she can only do that when she has a linceseThere | Strongly_Disagree_Likert | There are people with aggreements in the keeping of trees and they are able to harvrst but in our we do not have | 7/31/2024 12:33:35 AM | n.namatama_ioer | 12/8/2024 6:25:19 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 29.441380 | -11.549158 |
| 4 | 5 | d9d192e3-225a-4e27-b439-a5b881a0e26e | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 7/30/2024 7:38:00 AM | Isamba ward | Changwena women club | Chicken rearing ablnd an orchard | Lessthan4Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Strongly_Agree_Likert | There are still doing the work that they were given by the government | Agree_Likert | Theybwork togather and learn from each another | Agree_Likert | There peole in the group they are not working to the upper limit because they do not have resourcess | Ourselves_Conflict,Traditional_Authority_Conflict,Local_Authority_Conflict | Strongly_Agree_Likert | The agriculture exwtension they capacity build them as as forest nad tralard | Strongly_Agree_Likert | There are lessons that are already in progress | Strongly_Agree_Likert | The tralard taught them the impooratance of trees and wetlands | Strongly_Disagree_Likert | The rules are the same at all levels | Agree_Likert | We have to taught from time to time | Agree_Likert | The lessons are important to know howbto manage SES | Animal_Rearing_About | Responsibility_Nature_Express | Strongly_Disagree_Likert | Theyvcannot be changed because at the moment thats were we get income for livihood | Strongly_Agree_Likert | There chief gives rules on what to be done as well as there need to keep trees to minimise climate change | Strongly_Agree_Likert | The rules help them to look after the SES | Harvesting_Period_Norms | Strongly_Disagree_Likert | They are being keept well thus no need to change because we might face problems if the government changed and it might introducr too.many restrictions | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We only follow what the chiefs and the government say | Nature_Protection_Purpose | Agree_Likert | Philosophical_Connection,Psychological_Connection | They are important in our lifes like trees they provide home for animals as well as food. In addition, improve the soil texture | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | There has been things like climate change affecting us thus the thought to change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | Because people cut down tree for farmimg but they never use the land but he would prefer they use a small portion to leave trees as a home of willd animals | Forest_Dependent,Wetlands_Dependent | The water is used for gardening and other things | Strongly_Agree_Likert | They are ready to accept because they some proved stones that they have learned to use | Strongly_Disagree_Likert | He does not know unless he is taught | Strongly_Agree_Likert | If there are new rules they can change as wel as if the process of change is acceptable | Strongly_Agree_Likert | There is always advice from the government and chief on how to manage thebforests | Strongly_Disagree_Likert | There is nothing but theu are need so that they can help them chnage in how theybthink about the SES | Strongly_Agree_Likert | We need to chenge because there are some problems at the moment | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | Some times we make choarcoal for income | Strongly_Disagree_Likert | They are protected by the goverent thus it cannot happen | Strongly_Disagree_Likert | They arevprotected by laws thus he canot do anything | Strongly_Disagree_Likert | They are protected by the goverent | Strongly_Agree_Likert | They are protected as long as the leaders talk about it and the community will foloow it | 7/31/2024 12:33:38 AM | n.namatama_ioer | 12/1/2024 8:38:55 PM | n.namatama_ioer | NaN | NaN | NaN | All cannot change except for hunting | Only the protection of nature, the others are not important | NaN | NaN | NaN | When the people come they give us imformation | NaN | 29.441459 | -11.549211 |
| 5 | 6 | f880ede6-1bc7-4bf8-9728-fd44f81f51ef | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 7/30/2024 8:42:45 AM | Isamba ward | Luchindashi copperative | Pig rearing and fish farming gardenning | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | They work togather in lookinh after the project | Strongly_Agree_Likert | The workntohather from the time it was created | Strongly_Disagree_Likert | The laws arevused tonprotect the SES | Ward_Development_Committee_Conflict,Traditional_Authority_Conflict | Strongly_Agree_Likert | There is no one | Strongly_Agree_Likert | Because it would help me have knowledge on hoe to keep animals | Agree_Likert | Only one time from forest on how tobtqke care of trees | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | When there are laws there would be rrduction on desstruction of SES | Strongly_Agree_Likert | The lessons can give knowlege | Animal_Rearing_About,Farming_About | Solidarity_Nature_Express | Strongly_Agree_Likert | When the laws are changed they can cause destruction of SES | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | The important for peotection of SES | Burning_Bush_Norms | Strongly_Disagree_Likert | If there is change there can be destruction to SES | Strongly_Disagree_Likert | There is nothing | Undecided_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Disagree_Likert | Psychological_Connection | There improvement in the sustainable management of forests | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | If there is new improvement like cooking stove we can change the way of livelihood | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | The agriculture activities involve cutting huge land | Agriculture_Areas_Dependent | That is a source of income as well as food for consumption | Strongly_Agree_Likert | There has never been any | Strongly_Agree_Likert | There is information on howbto keep trees, wiod animals | Strongly_Agree_Likert | As long as there are lessons | Strongly_Agree_Likert | Therevis always copperationnamong members | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | There are rules now as compared to long ago | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Field_Extension_Services_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | He does not have enough money to carry out proj3cts | Strongly_Disagree_Likert | They belong to the goverment | Strongly_Disagree_Likert | Belongs to the government | Strongly_Disagree_Likert | They are government property | Strongly_Agree_Likert | They government has the knoweldge thus it is better to follow them | 7/31/2024 12:33:44 AM | n.namatama_ioer | 12/1/2024 5:33:05 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 29.441402 | -11.549137 |
| 6 | 7 | 7943db1f-cdc7-4689-855c-ae7e10f6758f | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | no | 7/30/2024 9:43:38 AM | Isamba ward | Sandwe Youth miitipurpose society | Pigery and garden and fish ponds | Greaterthan16Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Agree_Likert | There are things that arevfollowedbto the lattervwhile others not | Strongly_Agree_Likert | There are lessons as well as they have made strutures already | Strongly_Agree_Likert | There are lessons that been learned that cam used | Ourselves_Conflict | Strongly_Disagree_Likert | There is no one | Agree_Likert | If the they were wrong they need to be stoped | Agree_Likert | The lessons were from tralard | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Therevare places like southern province that have cut trees have less rains compared to luapula | Strongly_Agree_Likert | He can also teach other people on the of SES | Animal_Rearing_About,Farming_About | Responsibility_Nature_Express | Strongly_Disagree_Likert | The current laws are okay buy only to make additions | Strongly_Agree_Likert | There are beliefs from the Chiefs or Traditional Authority that ensure protection of SES | Strongly_Agree_Likert | Because we are following them | Harvesting_Period_Norms,Gathering_Norms | Agree_Likert | If there is change it can come with destruction | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | They are a source of income and for the future generation to see them | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | There can be destruction of SES | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The burning of charcoal give smoke that destroys the ozone layer as well as it brings acidic rains | Agriculture_Areas_Dependent | The farming helps in sourcing of food | Strongly_Disagree_Likert | There is need to nkow more about it | Strongly_Agree_Likert | There people with diffrent talents that can be used im digferent roles | Strongly_Agree_Likert | There is need to learn so that thre is change | Strongly_Agree_Likert | If there is not agreement then there would be no proper collaboration because there has been from the wrong things that were done. Like cuuting done trees and killing wild animals using dogs | Strongly_Disagree_Likert | There is nithing | Strongly_Agree_Likert | There is good rainfail , good air for breathing and futture generation will see different variesbof trees | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | There was from tralad but the money is finished | Strongly_Disagree_Likert | They arev protected | Strongly_Disagree_Likert | They are protected | Strongly_Disagree_Likert | Theyvarevprotectex | Strongly_Agree_Likert | The aggreemnet are connected from the top to bottom e.g from state to chiefs to the communit and they are connected to bring developmnet | 7/31/2024 12:33:48 AM | n.namatama_ioer | 12/8/2024 5:10:16 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Radio station from Samfya | TRALARD | 29.441377 | -11.549271 |
| 7 | 8 | 74a262f9-486b-470d-b6c7-f6c68ce3a308 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 7/30/2024 10:50:00 AM | Isamba ward | Lukatashi | Pigery and gardening as well as forestry | Greaterthan16Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Agree_Likert | All the members attend the meetings | Strongly_Agree_Likert | The groupbwas inexustence before the project | Strongly_Agree_Likert | There might a decrease in the amont of rainfall | Ourselves_Conflict,Ward_Development_Committee_Conflict | Strongly_Agree_Likert | There are people from forest , fisheries and agrivulture the traim them howbto looknafter SES | Strongly_Agree_Likert | The poeple from the governmwntbhave experience thus the cannteach to learn new things | Strongly_Agree_Likert | We were trained by vertinery howbto look after pigs or admister medicine to them | Strongly_Agree_Likert | There is nothing | Strongly_Agree_Likert | They are ready to learn new things from anyone | Strongly_Agree_Likert | Theybcan help us plan | Farming_About,Animal_Rearing_About | Care_Nature_Express,Solidarity_Nature_Express | Strongly_Agree_Likert | There is need to cahnge because becaise at the mementbpeople just cutt down trees any how | Undecided_Likert | No answer | Strongly_Agree_Likert | They follow all the laws | Harvesting_Period_Norms,Territorial_Divisions_Norms | Strongly_Agree_Likert | There is need to change because the SeS can be depleted | Strongly_Agree_Likert | You are allowed to cultivate an area for 3 years before shifting to another area | Strongly_Agree_Likert | Strongly_Agree_Likert | There are rules that along the river banks, the trees do not need to cut down | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | Source of income | 3to4Years_Long | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | There is need to change from cutting down to other activities | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | There are agriculture activities for food | Wetlands_Dependent,Agriculture_Areas_Dependent | That is a source of income | Strongly_Agree_Likert | They can reduce desyructionnto the forest or SES | Disagree_Likert | There has never been adquate lessons | Strongly_Agree_Likert | They can chqnge the bad behaivirs of burning tree for chaorcaol | Strongly_Agree_Likert | They all follow the laws as compared to long ago | Strongly_Agree_Likert | There is nothing | Strongly_Disagree_Likert | A long time ago there was just cutting down of trees anyhow | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Television_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | They keep fishbas an laternative livelihood | Strongly_Disagree_Likert | They are protected by the goverment | Strongly_Disagree_Likert | Protected by government | Strongly_Disagree_Likert | Protected by givwrnment | Strongly_Agree_Likert | If there is an agrrement people will follow it more like the law | 7/31/2024 12:34:14 AM | n.namatama_ioer | 12/8/2024 6:24:49 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 29.441458 | -11.549207 |
| 8 | 9 | 61fd5630-dec8-43dd-8c5d-f50bf33a685b | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 7/30/2024 11:31:00 AM | Isamba ward | Kansalu coperative | Fish farming and chicken rearing | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | There projectvactivities are going on well due copperatiom | Strongly_Agree_Likert | There is copertaion | Strongly_Disagree_Likert | There danger the the new will destroy the environmeny | Ward_Development_Committee_Conflict | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | There might be new things that might come out of the lessons | Strongly_Agree_Likert | There lessons from tralard, forest, fisheries on howbto manage SES | Strongly_Disagree_Likert | There is only laws from the government | Strongly_Agree_Likert | They have receide laws before | Strongly_Agree_Likert | Knowledge can be transfered to other people | Animal_Rearing_About | Solidarity_Nature_Express | Strongly_Disagree_Likert | They should not change because the animalsbwill be depletedt | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | They are still working on the project | Harvesting_Period_Norms | Strongly_Disagree_Likert | Future to have access to the resources | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Agree_Likert | Material_Connection | It is a source of income | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | There is need to change to activities that do not destroy the environment | Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | There is no electricity thus a huge demand for energy | Agriculture_Areas_Dependent | Thats a source of income | Strongly_Agree_Likert | It would help to protect the SES | Strongly_Agree_Likert | So that that the furture genarationncan find them | Agree_Likert | As long as there is a different method to raise money | Agree_Likert | There rules in place that are folowed by everyone | Strongly_Disagree_Likert | There never been here | Strongly_Agree_Likert | A long time there were a lot of trees as compared to today as well as the drying of rivers | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Television_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | If they have not done farming then they will not have income | Strongly_Disagree_Likert | It is only the givernment | Strongly_Disagree_Likert | It is only the government | Strongly_Disagree_Likert | It is only the government | Strongly_Agree_Likert | The agreemnt are importment because they give confidence to both partie | 7/31/2024 12:34:27 AM | n.namatama_ioer | 12/8/2024 6:50:12 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 29.441432 | -11.549209 |
| 9 | 10 | 2f40f9a3-9050-4b90-8d53-53e6a5641449 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 7/30/2024 12:27:55 PM | Isamba ward | Musaba coperative | Chicken rearing and garden, oranges | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | There is a lot of committement | Strongly_Agree_Likert | The cooerative was in existence before tralard | Strongly_Disagree_Likert | If the there is change the SES can get destroyed | Central_Government_Conflict | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | There new nkowledge is important to now how to take care of SES that are changing | Strongly_Agree_Likert | We training from tralard | Strongly_Disagree_Likert | Therevis nothing | Strongly_Agree_Likert | In learning it brings new knowledge how to manage trees to that the managed is done properlybwithout destroying the SES | Strongly_Disagree_Likert | New knowlesge is important in the manahement of SES | Animal_Rearing_About,Farming_About | Responsibility_Nature_Express | Strongly_Agree_Likert | There need to have laws that protect the SES more than now | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | There projects they are implementatingbthrough the lessons the receive as well as their commitments | Food_Taboos_Norms | Strongly_Disagree_Likert | There no need to change because the knowledge is adquate | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Disagree_Likert | Philosophical_Connection | They should be kept for future generation to what is there | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | They can be changed through learning | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | It is for agriculture purposes that brings income | Agriculture_Areas_Dependent | It is a source of livelihood | Strongly_Agree_Likert | As long as the new invation it easy to use | Strongly_Agree_Likert | There learsons that were conducted | Strongly_Agree_Likert | The lessons ot knowledge can help in changing | Strongly_Agree_Likert | There is coordination because they are qble to share tasks among there is themselved | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | It is because of new lessons we get | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Television_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is no money unless they are given | Strongly_Disagree_Likert | They are protected by the government | Strongly_Disagree_Likert | Protected by GRZ | Strongly_Disagree_Likert | Protected by GRZ | Strongly_Agree_Likert | The agreement means that the things will be kept well due to consent from both partiest | 7/31/2024 12:34:31 AM | n.namatama_ioer | 12/1/2024 2:41:56 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 29.441375 | -11.549258 |
| 10 | 11 | 3302d83a-8290-45a9-8fb9-07be93431161 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/2/2024 6:13:00 AM | Moofwe ward | Natumone men and women famers group | Fish,pig farming as well as orchard and garden | Greaterthan16Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Strongly_Agree_Likert | There is coordination among theselves an example is the building they built from the Project. They implemented project like fish farming, borehole and orcahrd | Strongly_Agree_Likert | There can make plans because of the climate cahnge that is affecting them | Strongly_Disagree_Likert | If the laws are cahnged there 8s danger of destruction of the SES and the new lawsxmight not be under stoood as well as bring conflicts in the management of SES | Ourselves_Conflict,Traditional_Authority_Conflict | Strongly_Agree_Likert | Fishers,vertinary, agriculture extension officers normmally come to train them. There is a person within the community that helps them in form of advise to farming acctivities who has been doing the cativities with any support form Tralard | Strongly_Agree_Likert | If there no lesons there is no way we we can learn who to keep animals as well as do farming. Alll in all it about knowledge of managing the SES | Strongly_Agree_Likert | We learnt that we do not ned to cut trees along the river as well as to put poison in the river. We also learnt of not cuting the trees because they provide good air for good health | Strongly_Disagree_Likert | The laws are the same | Strongly_Agree_Likert | There are things like that projects to remove air carbon monoxide from the trees that have beenaccepted by the community. This help them to keep the tree without cutting because it is a source of income | Disagree_Likert | We do not have thing for measuring the indicators but through observation we are able to detremine the temperatures and ra8nfall periods | Animal_Rearing_About,Farming_About,Nature_Protection_About | Others_Express | Strongly_Disagree_Likert | There can just be additions to the current laws than changing them | Strongly_Agree_Likert | The Headpersons and Chiefs have laws that protect the fish by following the harvesting period as well as not allowing the cutting down of trees | Strongly_Agree_Likert | Becaues always we are found at the site where we work from and monitor everyday and we eager to do more work than is currently undertaken | Harvesting_Period_Norms,Hunting_Norms,Fishing_Norms,Pastoralism_Norms | Strongly_Disagree_Likert | If there management norms that contract proper management of of SES they would be depleted thus preventing the furture generetion from meeting their needs | Strongly_Disagree_Likert | There is no cultural history within the community except from the governmnet | Strongly_Agree_Likert | Strongly_Disagree_Likert | The plans were just given to us by TRALARD so there was no consideration of cultural history when formulating the projects | Source_Income_Purpose,Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | Thats were we get income as well as for example cattle we use it for cultivating | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Because everything we use comes from natural resources like tree for building, animals for proteins | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The charcoal purposes is bad because the land is left bare unlike for agriculture cutting which is replaced with other plants | Agriculture_Areas_Dependent | It is where income comes from for a living | Strongly_Agree_Likert | We are still waiting for some innovation like for removing carbon monoxide from trees as a source of income | Strongly_Agree_Likert | The lessons can help us take care of SES which would help us in our livelihoods. For instance we sold pigs to other people as well sa our group has given soft loans to the community | Strongly_Agree_Likert | Lessons can help us learn new that we never new about | Strongly_Agree_Likert | There is coornattion because we have applied for more funding from Tralard in addition, we mada an addition of a fish from what tralard gave as welll giving soft loans of 25 pigs in the community | Strongly_Disagree_Likert | There is non | Strongly_Agree_Likert | If we do not know the weather parten then it would be diffult to lmplemt projects | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Television_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Disagree_Likert | The income is very little from maize cultivation which not not mecahnised | Strongly_Disagree_Likert | We do not have papers for huting animals because they are are protected in the game parks | Strongly_Disagree_Likert | We do not have lincese | Strongly_Disagree_Likert | Protected by the government | Strongly_Agree_Likert | If there is agrreemeent there wouuld be foolowing of the same infomation and the same rules in the are on how to mange the SES | 8/3/2024 5:23:39 AM | n.namatama_ioer | 12/8/2024 5:09:40 PM | n.namatama_ioer | NaN | NaN | Not burning the bush anyhow because the fertility would be destroyed, there should be afforestation, cutting down trees destroys the habitation of animals | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 28.807295 | -9.610679 |
| 11 | 12 | 93415442-4646-4d7a-8e55-c49f6bf5ed95 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/2/2024 7:46:02 AM | Moofwe ward | Natwange start group | Chicken and goat rearing | Greaterthan16Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Agree_Likert | There is is too much cordination in terms of looking after SES in the area | Strongly_Agree_Likert | The tralard project will come to end thus we work by inceasing the size of garden or the size the building for keeping chickens | Strongly_Agree_Likert | They can be changed as long they thry di not harm ghe environmwnt | Ourselves_Conflict,Local_Authority_Conflict,Central_Government_Conflict | Strongly_Disagree_Likert | There is one person who was trained who teachers other people in the area | Strongly_Agree_Likert | If there lessons the knowledge will help us to take care of trees that would be used by the future genration as well | Strongly_Agree_Likert | The trainingx wre done three time from vertinary, forestry and fisheries | Strongly_Disagree_Likert | The lawx ard the same | Strongly_Agree_Likert | There is easy because we are even currently uxing some laws at the moment | Strongly_Agree_Likert | There information that we receuve about soil erosion vorm aggri ult that helps us in the plannting ov of crops | Animal_Rearing_About,Farming_About | Responsibility_Nature_Express | Strongly_Agree_Likert | As long as there is change becauze the government has changed it | Strongly_Agree_Likert | There places (landscapes) that that are only for the chiefs like those parcels of lands that are near the river which can not be given to anyone | Strongly_Agree_Likert | Becauze they know that it will bring development and thats the reasons that the grpups were made | Harvesting_Period_Norms,Fishing_Norms | Strongly_Agree_Likert | If they are not keept well there is need to chqnge because if they are not keept well the future generation might not find the resources thus the need to change | Strongly_Agree_Likert | There are rules from the chiefs who ensure that harvesting period is followed as well as the period of burning the bush | Strongly_Disagree_Likert | Strongly_Agree_Likert | There are sometimes we have to give the Chiefs from the harvest that we collect or produce that has to be accounted for | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | The game parks help us as a source of income in form of meat from animals and tree it is were rains can come from if they are protected | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | If we had kept well the projects like chicken and goats that would help to not depend on the natural resources | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | The cultivation of cassava requires always barren land that has never been cultivated before for it to grow well but if other crops such as beans, vegetables maize can reduce deforestation | Agriculture_Areas_Dependent | It helps us cultivate cassava and maize, there is not much fishing activity | Strongly_Agree_Likert | We cannot stay on the same page because the laws normaally change hence the to need as well | Strongly_Agree_Likert | There are lessons as well as we have seen that there is climate change through high temperatures and hnge in periods and amount of rainfall | Strongly_Agree_Likert | As long we work in the project as long as also that are not inthe projects are included and we stop depending on the the natural resources | Strongly_Agree_Likert | There is always agrreement in groups and focus on what we want to achieve as a group throuhg copleration among ourxelves | Strongly_Agree_Likert | There are no lessons from the university | Strongly_Agree_Likert | The forests and water bodies ard not the same as they were a long ago there has been a change in reduction | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Television_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | There is a saving group that asists them that helps cushion their livelihood | Strongly_Disagree_Likert | The forests are protected by the government and the projects are to reduced depency on natural resources | Strongly_Disagree_Likert | Protected by the governmentprotected | Strongly_Disagree_Likert | Protected by the government | Strongly_Agree_Likert | There is need to agree on the importance of not destrying the environment for the future generation as working togather when there is an greement | 8/3/2024 5:23:46 AM | n.namatama_ioer | 12/8/2024 6:34:06 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 28.809670 | -9.607207 |
| 12 | 13 | 5a8b0f0c-c836-40dd-afb3-0c1a34a99301 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/2/2024 9:20:07 AM | Moofwe ward | Mi hile community group | Fish farming | 12to16Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Agree_Likert | We work togather for for the common goal | Strongly_Agree_Likert | There are posibilities that we can make more fish ponds qpart ffom the ones from tralard | Disagree_Likert | They are not supposed ot change if there is change the would be destruction to the environment | Ourselves_Conflict | Strongly_Agree_Likert | There are departments from fisheries, forestry, vertnary who come to give us advise. There is one who was train who normally advises other on how to carry kut qctivities | Strongly_Agree_Likert | The lessons need to be such a way that they would help in management of the forest after the lesson we would have the capacity to manage the SES | Strongly_Agree_Likert | There has been lessons form tralard in regards to climate change of weather and soil contexture | Strongly_Disagree_Likert | There always go togather and there are no diffrencies | Strongly_Agree_Likert | They an be of help interms of not destroying the the environment throuhg cutting down of tree | Strongly_Agree_Likert | They help in planning what kind of livelihood to implement | Other_About | Responsibility_Nature_Express | Strongly_Disagree_Likert | If the is change it will come with destruction to the environm3nt and SES | Strongly_Disagree_Likert | There is is nothing | Strongly_Agree_Likert | There is always working yogather with other members from the group | Burning_Bush_Norms | Strongly_Disagree_Likert | There people incharge of the forrst , game animals have la2s that are adquate that need not to be changed | Strongly_Agree_Likert | There is a norm that the bush should be burned when it is not very dry so that the bush does not completely burn and also to support quick regermination of vegetation and trees | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose,Source_Income_Purpose | Strongly_Agree_Likert | Other_Connection | There is need to keep the fish for instance fish in the ponds so that they do not get extinct | 3to4Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Through the fish ponds of our project | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | They burn down the trees that were about to shoot up | Agriculture_Areas_Dependent | From farming we obtain food for consumption at household level | Strongly_Agree_Likert | It is because they bring developmeng in the area | NaN | There are different laws from diffren departs such as hav3rsting perion as as the havestin period | Strongly_Agree_Likert | We can hange so that we qre i line with want the goverment wis saying or wants | Strongly_Agree_Likert | There is working togather and when a meeging everyone comes to attend it | Strongly_Agree_Likert | Th3re is noyhing | Strongly_Agree_Likert | It is important for planning because i somd parts of the country had more rain than others | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Television_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Disagree_Likert | Hoping that in the near fugure there will money avaible for the aunless ctivity | Strongly_Disagree_Likert | Unless we get a linsece from thd government | Strongly_Disagree_Likert | Protecyed by ghe governmenyp | Strongly_Disagree_Likert | Protected by the govermnet | Strongly_Agree_Likert | There are lot of people that help in the mangemnt of natural rdsources | 8/3/2024 5:23:53 AM | n.namatama_ioer | 12/8/2024 5:19:13 PM | n.namatama_ioer | NaN | Fish rearing | NaN | NaN | NaN | Taking care of nature without destroying it | NaN | NaN | NaN | 28.807510 | -9.611849 | |
| 13 | 14 | 0a4fd0c1-ae96-496c-90e5-0aa23d785296 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/2/2024 11:08:00 AM | Moofwe ward | Tushwesheko group | Goat rearing | 4to8Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Agree_Likert | There is always a plan togather, the built the house for the goat and feeding the goats | Strongly_Agree_Likert | If the goats they are keeping the can grow in numbers so that the future generation or their hikdren can have an inheritance | Strongly_Disagree_Likert | They can help to have clean air, rainfall and reduce climate viaribility thus the does not need to change | Traditional_Authority_Conflict | Strongly_Agree_Likert | There people from the forest, vertinary. There poeople also with the village thatact as champions that them | Strongly_Agree_Likert | There might be some more advanced nkowledge that is need to learn how to take care of the SES | Strongly_Agree_Likert | There are people that teach us how to look after forest like we have a CFMG | Strongly_Disagree_Likert | There are all in line with each other | Strongly_Agree_Likert | So that we do not go against the law and face legal suits | Strongly_Agree_Likert | It ix important for making decision on the plans that we make especially with regards to out livelihoods | Animal_Rearing_About | Solidarity_Nature_Express,Responsibility_Nature_Express,Care_Nature_Express | Strongly_Disagree_Likert | If they change it can leqd to destructoon ov the forest, waterbodies | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | The laws help us in the management of natural resources throuhg our leaders | Burning_Bush_Norms,Harvesting_Period_Norms | Strongly_Disagree_Likert | There can be destruction of resources if there is change which can redu tion of rainfall and other climate change qctivitie | Strongly_Disagree_Likert | There are no cultural norms | Strongly_Disagree_Likert | Strongly_Disagree_Likert | At the moment we follow the laws of the government and not cultural norms | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | Because we are the ones who look after them on a daily basis | 3to4Years_Long | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Because they can also improve our livelihood in future | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Land_Agriculture | Chitemene system for cultivation leads to deforestation than the others | Wetlands_Dependent,Forest_Dependent | There comes food for a living | Strongly_Agree_Likert | It is because they will help us in our livelihood | Strongly_Agree_Likert | There are laws that need to be follwed for example in the forest wetlands there are people employed to gaurd them from misuse | Strongly_Agree_Likert | As long as there are lessons for on how to do itģ | Strongly_Agree_Likert | There is coorination among theselve and everyone is dedicated to the work | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | A long time ago the wether was fine as ompared to today because of deforestation | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Television_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | There has been help from tralard and they are keeping goats | Strongly_Disagree_Likert | They are protected by the government | Strongly_Disagree_Likert | They are protected by the government | Strongly_Disagree_Likert | Protecyed by the govrnment | Strongly_Agree_Likert | If there is an agreement on to destfoy the natural then everyone will follow just that | 8/3/2024 5:23:58 AM | n.namatama_ioer | 12/1/2024 5:41:46 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 28.797007 | -9.620945 |
| 14 | 15 | d89e12ce-c05e-4404-b9a3-2a1433bd0ce7 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/2/2024 12:20:00 PM | Moofwe ward | Kanyembo forestvmanagemnt | Forest | Greaterthan16Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Agree_Likert | It is due to the forest group that had been formulated | Strongly_Agree_Likert | We have the experience as it can be be seen from the forest we are managing | Strongly_Disagree_Likert | They are are all fine they do not need to change | Local_Authority_Conflict | Strongly_Agree_Likert | There are people extesion officers that teach us to look after the forest | Strongly_Disagree_Likert | As long as it leads to protection of the environment and natural resources | Strongly_Agree_Likert | It is from the tralard and forest | Strongly_Disagree_Likert | The laws are the same | Strongly_Disagree_Likert | They migtpht bring distruction to the environment | Strongly_Disagree_Likert | As long as we are taught how to do it | Other_About | Responsibility_Nature_Express | Strongly_Disagree_Likert | It can lead to distruction of the environment | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | It is not all the time that they are included in the management | Harvesting_Period_Norms,Pastoralism_Norms,Burning_Bush_Norms | Strongly_Disagree_Likert | The environment might be distroyed espcially if the period of burning is changed it might cause total distraction to the environmnt | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | It is a source of livelihood | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | As long as I have money for other livelihoods | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert | Land_Agriculture | It is a source of food for most people in the area | Agriculture_Areas_Dependent | It is where our food security comes from | Strongly_Agree_Likert | We have new had any new innovations in our area but we can embrace new ones | Strongly_Agree_Likert | We work togather there are different ministries that come to train us in different fields | Strongly_Agree_Likert | So that the environment can be protected for the furture generation to have acces to it | Strongly_Agree_Likert | There are a lot of work that we have been conducting among ourselves | Strongly_Disagree_Likert | There are no universities that come to our area | Strongly_Agree_Likert | It helps in planning the activities | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Community_Radio_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | We do not have money | Strongly_Disagree_Likert | It belongs to the government | Strongly_Disagree_Likert | It bel9ngs to the government | Strongly_Disagree_Likert | It belongs to the government | Strongly_Agree_Likert | As long as there is proper agreement and following of the rules between the two parties | 8/3/2024 5:24:01 AM | n.namatama_ioer | 12/1/2024 12:23:10 PM | n.namatama_ioer | NaN | Growing Trees | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 28.796992 | -9.620882 |
| 15 | 16 | 49fa4312-b258-477c-a1ef-8259cd4efe9a | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | no | 8/2/2024 1:05:46 PM | Moofwe ward | Natubombeshe group | Goat rearing and banana plants | Greaterthan16Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Strongly_Agree_Likert | Because they are hoping that in furture they have something to help in terms of livelihood from the project | Strongly_Agree_Likert | Becauze it is important to protect the tree and the environment | Strongly_Disagree_Likert | There can be distru tion to the environment and the furture generation might not have access to the resources | Ourselves_Conflict | Strongly_Agree_Likert | There is trakard that comes to asist us in the projects. There is a champion in the villages that assists tnem | Strongly_Agree_Likert | The new capacity can help us in the new ways of doing things in our area of looking after the goats | Strongly_Disagree_Likert | There has never been any lessons | Strongly_Agree_Likert | There goverment laws contradit with what us the commu ity want to do or to be doing | Strongly_Agree_Likert | So that we do not destroy the the environment | Strongly_Agree_Likert | So that we can learn from the k owledge from others | NaN | Solidarity_Nature_Express | Strongly_Disagree_Likert | The current laws are just fine thus no need to change the new one can bring distruction | Strongly_Disagree_Likert | There is nothing because we hunt animals any how in the village | Strongly_Agree_Likert | This is because there is projection in terms of lossing what is present in terms of natural resources | Territorial_Divisions_Norms,Harvesting_Period_Norms | Strongly_Disagree_Likert | The environment or natural resources will be lead into a bad state | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We ask from the headman to give us a place where we can keep goats in a place acceptable to traditional laws | Nature_Protection_Purpose | Strongly_Agree_Likert | Other_Connection | There is need to protect nature for instance cutting down trees along the river, will lead it to drying and destruction of animals or biodiversity in the river | 3to4Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | We want to venture into farming and that the reason why we shifted to the place we are located | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Land_Agriculture | Thats were we get our livelihoods | Forest_Dependent | The trees bring rainfall in our area as compared to our areas | Strongly_Agree_Likert | There has never been any new innovations in our area | Strongly_Disagree_Likert | We do not know unless we are are told ov what to do | Strongly_Agree_Likert | If there lessons give to us we can change how we work | Strongly_Agree_Likert | because there is coordination among ourselves | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | The rainfall for a long time was beter than the current one it would be if the weather of long time can be brought back | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Television_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | They do not have money | Strongly_Disagree_Likert | It is acrime against the government | Strongly_Disagree_Likert | It is a crime against the government | Strongly_Disagree_Likert | It is owned by the government | Strongly_Agree_Likert | So that there is no destructution of the natural resources sa well as to take into consideration the future gereation | 8/3/2024 5:24:07 AM | n.namatama_ioer | 12/1/2024 5:42:24 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | Taking care of nature | NaN | NaN | NaN | NaN | 28.848482 | -9.617943 |
| 16 | 17 | 3da328ae-3484-4821-8345-44590da5683b | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/2/2024 2:28:00 PM | Moofwe ward | Koselela community group | Koselela community group | Lessthan4Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Agree_Likert | Their are children are born now who shoukd experinec the same benefit like the curent generation | Strongly_Agree_Likert | So that the livelihood can be improved as well as our health by having clean air and enaough rainfall | Strongly_Disagree_Likert | If there are changes it will be lead to destruction of forseties and wetlands | Central_Government_Conflict | Strongly_Agree_Likert | The forset, agriculture, fisherie and vertinary they teach on the importatnce of natural resources except for ZAWA. There is no champion in the local area | Strongly_Agree_Likert | The knowledge is importnat and it would be easy to also help us change the old ways of looking at things | Strongly_Agree_Likert | There was only lesson conducted by forest , fisheries, vertinery | Strongly_Agree_Likert | There is no contradiction between the laws | Strongly_Agree_Likert | We have the know on how to take care of the natural resources | Strongly_Agree_Likert | They help us in the furture genration to have access to the natural resources | Animal_Rearing_About | Care_Nature_Express | Strongly_Disagree_Likert | The current laws it fine it does not need to change | Strongly_Agree_Likert | The chiefs normally come to perform rituals for the rains and honey production in the areas | Strongly_Agree_Likert | The leaders also they teach people on the importtance of natufal resources | Harvesting_Period_Norms,Burning_Bush_Norms | Strongly_Agree_Likert | There in no need to change becsuse it will lead to destruction | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Undecided_Likert | We do not know what the norms are | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | No answer | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | It is a source of income | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Wood_Extraction | It is the source of income | Agriculture_Areas_Dependent | It is the source of income | Strongly_Agree_Likert | They assist in protecting the environment | Strongly_Disagree_Likert | There is need to learn | Strongly_Agree_Likert | The the benefit of furture generation | Strongly_Agree_Likert | The projects have been implemented in a cordinated way | Strongly_Disagree_Likert | There have never been univereities in our area | Strongly_Agree_Likert | It helps in planning | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Television_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Undecided_Likert | Strongly_Agree_Likert | We are able to have money trough the projects that we have | Strongly_Disagree_Likert | It is protected bh the government | Strongly_Disagree_Likert | It is protected by the government | Strongly_Disagree_Likert | Unless i have a lincese to from thd government | Strongly_Agree_Likert | As long as there is an agreement between the the community and the government then there will be no distriction as welll sa there is sentisation among the mebers | 8/3/2024 5:24:13 AM | n.namatama_ioer | 11/30/2024 6:13:42 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 28.794563 | -9.622141 |
| 17 | 18 | f1702440-eb16-48fb-bf85-9a5ea0e1e4b1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/5/2024 2:58:06 PM | Nachikufu ward | Mindo Copperatives | Piggery and Gardening | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Disagree_Likert | We work togathher and when it is time yo work togather the memebers come fot the meeting and we do everything togather | Strongly_Disagree_Likert | Climate changr has made us make plans onnhow to to mitigatr it | Strongly_Disagree_Likert | The structure is just fine because we are working well to imitiagate climate with thr same institution | Central_Government_Conflict | Strongly_Disagree_Likert | There variuos champions from different sector such as fisheris , agriculturr, forestry that are trained to advise them | Strongly_Disagree_Likert | It is bause there is werevwe obtain resources and knowledge would be knownn how to climate chqnge so thatbthe furture m generation cqn havrv accedsvto thr resources asvwell | Disagree_Likert | Before the oroject we were taught how to cary outvthe acctivities but thr period of leqrnig was short | Disagree_Likert | There is chitemene system is the custom of the area butv thr government laws contracts with it | Disagree_Likert | As long as there laws they are heping us to protect the evironment fot the furture genration | Strongly_Disagree_Likert | They help in planing for planning of cropd or other actibies | Animal_Rearing_About | Others_Express | Strongly_Disagree_Likert | There are some values that are outdated that need to be changed so as to prevent what is happeningbto climatr change | Strongly_Disagree_Likert | There is are spirititual are that help us protect the environment such as big trees or sources of water | Disagree_Likert | The poultry infrasrure was not part og thr project but when requedted from tralad they accepted and we implented it. It was obtained from sales from the gardening | Burning_Bush_Norms | Disagree_Likert | They are not followed thus there is need to have norms that have to be folowed | Strongly_Agree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Agree_Likert | There is nothing because those things ended a long time ago and the Chiefs would talk to the spirits to protect the land | Nature_Protection_Purpose | Strongly_Disagree_Likert | Other_Connection | For the purpose of future to meet their needs | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Land_Agriculture | Some times we cut trees even where we do not want to cultivate as well as burining kills animals that are necesary for making the soil fertile | Agriculture_Areas_Dependent | The majority of people cultivate land for livelihood than depending on buying in shops | Strongly_Disagree_Likert | They can help reduces cutting tree, poachingband otger vices thatbdistroy the environmwnt | Strongly_Disagree_Likert | The laerns can help usnto learn more things as wellbad the whooe community that we canb br sharing knowledge amongbourselve | Strongly_Disagree_Likert | If there things are not helping thenbthere is need to chqngevthe principles | Strongly_Disagree_Likert | Beuse if the peoole are called to come abd work they come innumbers | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | There was normal rainfall and wewther partebs a long time ago yhan today. | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | Television_Receive | Strongly_Disagree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Disagree_Likert | Strongly_Disagree_Likert | The pass onnproject help communityb to have some moneybor to keep theor own anikals tgatvcan assit them | Strongly_Agree_Likert | They are protected bybthe government | Strongly_Agree_Likert | Protected bybthe government | Strongly_Agree_Likert | Protected bybyhe government | Strongly_Disagree_Likert | If there is agrement then it means qebwill work yogarher for the commkn purpose | 8/5/2024 5:47:14 PM | n.namatama_ioer | 12/1/2024 8:34:43 PM | n.namatama_ioer | NaN | NaN | There is no one allowed to cut trees along the river or killing animals without purpose | NaN | NaN | Source of good air, and food products | NaN | NaN | NaN | NaN | 31.359544 | -12.006407 |
| 18 | 19 | 754160b7-674d-4de1-8bc7-7fa9a06e5503 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/6/2024 7:50:00 AM | Nachikufu ward | Fort hares tailing project | Gardening and tailering | Lessthan4Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Disagree_Likert | There 26 members but omly 10 members are active | Strongly_Agree_Likert | There is an orchard they are takimg care of that shows they can manage to organise thrmselves | Agree_Likert | The the structures are helping us innworking and it through them were information flows | Central_Government_Conflict | Strongly_Agree_Likert | There is world vision and tralard that is traininhvpeople in thr area. There qrr champions within the ward the give us advise | Strongly_Agree_Likert | There peole who do mot know anythimg that need yo be taught on lookong after natural resourceng | Agree_Likert | There were trainging from agrivulture only | Strongly_Disagree_Likert | There are no laws that contrad8ct eqch other | Strongly_Agree_Likert | If the laws are not accepted then climate might incrase thus creating a disater | Strongly_Agree_Likert | If we recwive the information and it hepls us thenbwe can continue usingvthr information | Other_About | Care_Nature_Express | Strongly_Disagree_Likert | So that the vaues can contributr to protectionnof climate change | Agree_Likert | There is npthing | Strongly_Agree_Likert | The views are always responded in a negatove way to for ZNS to provide secirity | Burning_Bush_Norms,Territorial_Divisions_Norms,Harvesting_Period_Norms | Disagree_Likert | The norms can not be chsnged at community level becsuse they are used to them | Strongly_Disagree_Likert | There are customary practices that protect the environment like the way ZAWA protects the biodiversity | Disagree_Likert | Disagree_Likert | There is nothing at the moment of having traditional leader doing spritual activities on the projects | Source_Income_Purpose | Strongly_Disagree_Likert | Material_Connection | They are a source of income | 3to4Years_Long | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | They can assist in having adequate water if trees are not cut as well as future general to see the natural resources | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Uncontrolled_Fires | Buring can destroy the products or crops that are in the soil | Wetlands_Dependent | If there is less rainfall it helps us as a source of water | Strongly_Disagree_Likert | They would help to reduced in cutting down of trers uf therev innovstion such as cooking stoves | Disagree_Likert | The learns gives us some idea onn how to maintain thrv environnrnt | Strongly_Disagree_Likert | So that wetlands do not dry up as well as animals do not go extinct | Disagree_Likert | There people in the group because tge people wanted to be recievingbcash in their hands | Strongly_Agree_Likert | There is nothong | Strongly_Disagree_Likert | A long time ago thr rainfall was ptedoctable and it usrd to last for a long time | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Television_Receive | Strongly_Disagree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Disagree_Likert | Disagree_Likert | There are business activies such as food groceties or beer | Strongly_Agree_Likert | As long as you hsve thr license for acces | Strongly_Agree_Likert | Lincese | Strongly_Agree_Likert | Lincense | Strongly_Disagree_Likert | If there is an agreement it bring fear to break thr agreement thus leading yo protrction of the nstutal resourcse | 8/8/2024 4:42:45 AM | n.namatama_ioer | 12/8/2024 7:45:04 PM | n.namatama_ioer | NaN | Tailoring | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 31.416527 | -11.893107 |
| 19 | 20 | ede4f45b-7a4b-4585-a9bf-9874bed9ac9b | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/6/2024 9:56:53 AM | Nachikufu ward | Kaumbe mango tree goat and garfening project | Goat rearing abd gardening | 4to8Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Disagree_Likert | One person cannot manage to work alone buy as a group is helps that whay project is progressing | Disagree_Likert | They can do it becausre thety have planted pine tree and thaybstill have more plans inbfurture | Disagree_Likert | The structures are currently heloing in makingbthr ptojects get implemnted | Ward_Development_Committee_Conflict | Strongly_Disagree_Likert | There peole from forestry, agricultue. There also old people in the village thatvgive wisdom onbhow it was a long time ago and today | Strongly_Disagree_Likert | He has some knowledge from the lessons from diffrent people | Strongly_Disagree_Likert | The tralard had taught him how to protect the natural resources especially the trees | Undecided_Likert | He has not head anyrhing | Strongly_Disagree_Likert | We leqrned or we know about it would be important to know more abouy the protection of the batural resourcese | Strongly_Disagree_Likert | There peole from agriculture who gave them information where to builf a goat house as wellvas where tobdo thr gardening | Animal_Rearing_About,Farming_About | Responsibility_Nature_Express | Disagree_Likert | As long as tyere will be new values to protect the more than before | Disagree_Likert | There is a belief that peoplebarevnot allowed to cut trees atvthe source of watter as well as burningvthe bushb before the time required | Disagree_Likert | There was propoasal to make a fence of wood but they suggest it to be made of metal pooesbso thatbit can stqnd for abtestbof time and thr view was accepted | Burning_Bush_Norms,Pastoralism_Norms,Harvesting_Period_Norms | Strongly_Disagree_Likert | Thr time tobburn the bush can be xhanged | Strongly_Agree_Likert | He has never heard of that or learnt about it | Disagree_Likert | Strongly_Disagree_Likert | We do not include cultural practices | Source_Income_Purpose | Strongly_Disagree_Likert | Material_Connection | The trees help us in bring rainfall | 3to4Years_Long | NaN | Disagree_Likert | Disagree_Likert | The world is becoming mordenised thus we need to adapt to the current status | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | Wood_Extraction | The cutting down of treed can change the landscape | Agriculture_Areas_Dependent | Thats whats is common within our area | Strongly_Disagree_Likert | They helo to change the old livelihood to new ones to cam help the environment | Agree_Likert | There has never beenba lot of qlessons | Disagree_Likert | It is because the protection of the natural resources help us in our livelihood lije have enough rainfall | Disagree_Likert | Because the project increasing in size as well as tge amount of work whixh are cordinated among ourselves | Strongly_Disagree_Likert | i have nevre heard of them | Disagree_Likert | If the the weather parttens where like longvtime agobwe woukd not be having rainfall proble we are facing now | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Television_Receive | Disagree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Disagree_Likert | Disagree_Likert | There some business of selling chick3ns or cement | Strongly_Agree_Likert | The governmwnt is the only institutin with authority | Strongly_Agree_Likert | Government has authority | Strongly_Agree_Likert | The government has authority | Strongly_Disagree_Likert | There is an agreement especially us the locals then there will be more protection to tge natural resources | 8/8/2024 4:42:56 AM | n.namatama_ioer | 12/1/2024 2:49:57 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 31.305146 | -12.064293 |
| 20 | 21 | d98d0ac3-736a-46da-a870-3dfdc47b7a2f | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/6/2024 11:45:51 AM | Nachikufu ward | NaN | Kabundi intergrate livestock project | Greaterthan16Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Strongly_Disagree_Likert | The land we are working on is also about protecting trees on which we are cordinating togather | Strongly_Disagree_Likert | There is place we get watter for the fish pond if the watr sourrcr trees are cut down then there would be no watr fro the fish ponds | Strongly_Disagree_Likert | The headman asists us tge land that we are using for the project | Ward_Development_Committee_Conflict | Strongly_Disagree_Likert | They are there in the vilage | Strongly_Disagree_Likert | They can put effort to learn | Disagree_Likert | The forest taught us | Strongly_Agree_Likert | The laws arr just the same | Strongly_Disagree_Likert | So that we know the news laws better as well as to kerp the natural resources in a good state | Strongly_Disagree_Likert | They help in pkannung | Animal_Rearing_About,Farming_About | Care_Nature_Express | Disagree_Likert | Thay cqn be change if they are not protectong the environment | Strongly_Agree_Likert | There is nothing | Disagree_Likert | Some times they are not takien into consideration | Burning_Bush_Norms | Strongly_Disagree_Likert | There is need to intensify on it | Strongly_Disagree_Likert | There is chitemene system which is a customary practice that destroys the environment | Strongly_Disagree_Likert | Strongly_Disagree_Likert | So that the project can move well if the headman is not in the project otherwise if included it might have problems | Source_Income_Purpose | Strongly_Disagree_Likert | Material_Connection | Source of income | 3to4Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | Thats where some of our income comes from | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Wood_Extraction | NaN | Forest_Dependent | They are a source of traditional medicine | Disagree_Likert | The bring new ways of protecting thr environment | Disagree_Likert | We will benefit from from innterms of food and medicine | Disagree_Likert | So that trees from thr source of the water | Disagree_Likert | They leaders teach us how to maje progres in lookingbafter the natural resources | Strongly_Disagree_Likert | We never seen any | Disagree_Likert | They help us plan for thr better | Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Television_Receive | Strongly_Disagree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Disagree_Likert | Strongly_Disagree_Likert | This help prevent depebding on natural resources | Strongly_Agree_Likert | The are protected bybthr government | Strongly_Agree_Likert | Lincrse | Strongly_Agree_Likert | Lincense | Strongly_Disagree_Likert | If there their is an agreement to do one thing for the whole comkunity than infividual activitieshing | 8/8/2024 4:43:03 AM | n.namatama_ioer | 12/1/2024 11:41:24 AM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 31.284064 | -12.117444 |
| 21 | 22 | 13768fb8-75e3-40d2-8beb-11b4f50647b9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/6/2024 1:23:44 PM | Nachikufu ward | Kaloswe community Forest | Bee keeping, chickrn rearing and oniion | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Disagree_Likert | The project is looked atvas their oeb project | Strongly_Disagree_Likert | We have seen how things are being done from otger people thats helps also make planr | Strongly_Disagree_Likert | The arr helping us especially in cordinating thr activitied from provincail yo local level | Ourselves_Conflict | Disagree_Likert | Tgere are peoplr that who come tobask us whatvhas been espevially if there is encroachment in the communitybforest | Strongly_Disagree_Likert | So tgat we can receive morebkonowledge onbhow to lookbafterbthr natursl resoirces | Strongly_Disagree_Likert | Wevhad lessons from throughba workshop for forest | Strongly_Agree_Likert | They are the same | Strongly_Disagree_Likert | This is because the livelihood has changed to be betterv after thr livelihood project | Strongly_Disagree_Likert | They help us plan wellbas make decision to the natural redources | Other_About | Care_Nature_Express | Strongly_Disagree_Likert | They can changed as long as tgere are new things that can help us prorect thr environmentthere | Disagree_Likert | Some time s theybare included | Strongly_Disagree_Likert | The view are accepred byvthe management because the thrbproject was about keepinb boiker chiecken but a request was made to include villagechickens | Burning_Bush_Norms | Strongly_Agree_Likert | They natursl resources can be usedvby the furture genration | Disagree_Likert | There are cultural practices to burn the bush at a certain period for harvesting | Strongly_Agree_Likert | Strongly_Agree_Likert | They are not included | Nature_Protection_Purpose,Other_Purpose | Strongly_Disagree_Likert | Material_Connection | We harvest at the right time to prevent or to management the natural resources properly | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | There are some sub projects that we do such as bee keeping that can be disturbed by late burning but early burning does not disturb them because the fire is not that much | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The cutting down of tress destroys much because there is no regrowth | Wetlands_Dependent | It provides water for drinking and water is life | Strongly_Agree_Likert | They can help protect the envoronment | Strongly_Agree_Likert | We are tge onr who take care of community forest through patrols | Strongly_Disagree_Likert | Thay cannot be changed becausr the community foeest can be distroyed | Strongly_Agree_Likert | There is cooeration and cordibation in whwt we do | Strongly_Disagree_Likert | Therebis nothing | Strongly_Agree_Likert | Their is a doffernt in weather payterns for today and a longvtine agoq | Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | We have some projects such as bee keeping that gives us some incone to preventb us from depending onbnatural resourcsesThe | Strongly_Disagree_Likert | Tge laws do not alow us to do that unlesd in our community forest | Strongly_Disagree_Likert | Only in our community forest | Strongly_Disagree_Likert | Only in ourvcommunity forest | Strongly_Agree_Likert | If tgere is disgreement the work would not progress wel hence the need for agreemnets | 8/8/2024 4:43:16 AM | n.namatama_ioer | 12/1/2024 8:32:06 PM | n.namatama_ioer | NaN | Community Forest , bee keeping | NaN | NaN | The fire can burn all the biodiversity that allow the environmental process | NaN | NaN | NaN | Workshops or trainings | NaN | 31.157178 | -12.233935 |
| 22 | 23 | 053e30ef-1780-485c-beb9-b66929e57d21 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/7/2024 11:43:26 AM | Lulimala ward | Chimyaga muchele community forest | Faorest, bee keeing and garden | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | The project has been progressingvwith any disturbing it from thr mrmberd | Strongly_Agree_Likert | Thays the reason we have the forest and other projects activitie linrd up like bee keping | Strongly_Agree_Likert | There are lotbof instistutiin that help protecy the environment esoecially the forest we are taking care of | Central_Government_Conflict | Strongly_Agree_Likert | There people who comebto teach us from tralqd, forest. There one person who was trainrd inbagricultuebinnour group who morr likr a champion | Strongly_Agree_Likert | The training need yo br addedd yo whatvwr alrewdy have so thatv we havev enoughb knowlefget | Strongly_Agree_Likert | The peole from zawa hadv trqined us tov ptotrctv biodiversity | Strongly_Agree_Likert | They all go along they and they do not conyract | Agree_Likert | We can only accept if the laws are in line with what is thr community and they do not affect ud | Agree_Likert | There is climate change thus sometimes the infotmwtion givenbcpntracts itselfe | Other_About | Care_Nature_Express | Strongly_Agree_Likert | As longvas the change leadds to proper projltection and management of thr natural redources | Strongly_Agree_Likert | There is a belief thatv thr trees alongvthr river banks they do not nedd to cut becaue it is tge habitatbfor animals | Strongly_Agree_Likert | We had asked the forestv to pkace bounfaries to tge forest and oir views were accepted | Fishing_Norms,Harvesting_Period_Norms,Burning_Bush_Norms | Strongly_Disagree_Likert | They cannot be changed because they follow the seasons | Strongly_Agree_Likert | The cutting down of trees along the river is not allowed | Strongly_Disagree_Likert | Strongly_Agree_Likert | If there are no customary practices the natural resources can get destroyed | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | Through taking care of them | 3to4Years_Long | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | We need to change for instance we depend on water from Lulimala river and if it dries, we will not get water | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | For us to have income a huge area of trees has to be cut down | Wetlands_Dependent | Water is the source of life | Strongly_Agree_Likert | The new innovations helo us in presevationnthr natural resources such as cookingvstoveĂ | Strongly_Agree_Likert | We would love tobhave lessons on how to keep natural resoyrcrs in a sudtainble way | Strongly_Agree_Likert | As long as the princiles are in line with protectionnof the environment | Strongly_Agree_Likert | Therev arev no confusions when wev arev implementatingb the projects | Strongly_Disagree_Likert | There is nothing | Disagree_Likert | There is a dofference in the wether is as compared today | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | We cuktivate maize from where we get income | Strongly_Disagree_Likert | Theyvarev protected by thev government | Strongly_Disagree_Likert | Tgey are projected by thr government | Strongly_Disagree_Likert | Theyvarev protected by the goverbmnet | Strongly_Agree_Likert | As long asbthere is an agree then ut means evryone knows and there can never be a problem in protection og natutal resourcrs | 8/8/2024 4:43:24 AM | n.namatama_ioer | 12/8/2024 7:48:20 PM | n.namatama_ioer | NaN | Community forest | NaN | NaN | NaN | NaN | NaN | NaN | We use phones | NaN | 30.620296 | -12.403095 |
| 23 | 24 | a40cc237-17d5-4b65-b676-f2fa273ede24 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/7/2024 1:07:44 PM | Lulimala ward | Limalal primary school( ptoduction unit committr) | Tree plantation | Lessthan4Lima_Size | EbA_CENTRAL_MUCHINGA_LUAPULA | yes | Lessthan10People_Many | Strongly_Agree_Likert | They work as a team in looking after the platation | Disagree_Likert | We do not deprnd much on tree but we also plant maize | Disagree_Likert | There isbundervstafte we only have two peoole to managr them | Ourselves_Conflict | Strongly_Agree_Likert | There are agriculture extension officer who advises | Strongly_Agree_Likert | We have lees knowledge thus more kniwledge would be usefull managemnt | Strongly_Disagree_Likert | There are no lessons received | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | The planted treee arr not managed well as long as the nee can help in the sustainable managemnt of trees | Agree_Likert | We are to interprete for instance thid year there was a lot of rainfall | NaN | Care_Nature_Express | Strongly_Agree_Likert | Tge values can be changed in line with climayr change | Undecided_Likert | I do not know | Agree_Likert | There was a complaint of water source and a water pump will be drilled soon | Fishing_Norms,Gathering_Norms,Harvesting_Period_Norms,Pastoralism_Norms | Agree_Likert | It depends on climate to have the norms changed like some areas in thos year did noy reacive the usual rainfall hence iy might entail change of norms | Strongly_Agree_Likert | There acts of late burning that destroys the environment as the people in the communities would want to catch Catapilars for consumption or sale | Undecided_Likert | Agree_Likert | No answer | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | Source of income | 3to4Years_Long | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | It is because we depend on natural resources thus changing is not easy | Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | NaN | Land_Agriculture | There are commercial agriculture activities that clear huge chucks of lands | Agriculture_Areas_Dependent | It is a source of food crops and income | Strongly_Agree_Likert | They will be easybto access | Agree_Likert | Everyone know whtavhe she shoukd do | Strongly_Agree_Likert | To fit into the policies that rar in place | Agree_Likert | Tgere is under staffting in the PRoduction unit meber thus an unable to meet the rrquiremnts | Disagree_Likert | There have never been universitie around | Agree_Likert | They help in oanningbfot the furture thusbthe informationnid usefull | Agree_Likert | Agree_Likert | Agree_Likert | Other_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | NaN | Strongly_Disagree_Likert | We have less income | Strongly_Disagree_Likert | Unless we have a lincese that when wr cwn acces thr resoutces | Strongly_Disagree_Likert | Lincese | Strongly_Disagree_Likert | Linsece | Strongly_Agree_Likert | If there was neee for more support the aggreement can be us3d to lobbybmore funds | 8/8/2024 4:43:32 AM | n.namatama_ioer | 12/8/2024 6:03:36 PM | n.namatama_ioer | NaN | Pine tree plantation | NaN | NaN | NaN | NaN | NaN | NaN | Phon | NaN | 30.621203 | -12.406560 |
| 24 | 25 | 57bd01ad-0f52-4777-be39-bee9e05cbfe8 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/7/2024 2:24:34 PM | Lulimala ward | Mibobo communitybforrst | Forest and bee keeping | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Agree_Likert | There is cordination among membres | Agree_Likert | The can do it as long as alod the governmeny helps | Agree_Likert | The structures are hrlp us to under go lrssons | Central_Government_Conflict | Agree_Likert | Bangweulu wetlands normally teaches us how to look after the wetalndsbin our area | Strongly_Agree_Likert | We like to learn hoe ti take care of the forest and other natural resourcrs | Agree_Likert | There lessons have not been adequate | Strongly_Disagree_Likert | Theybare the same | Strongly_Agree_Likert | They goverbment is a geberator of the laws | Strongly_Agree_Likert | It helps usnplan fot our activities | Other_About | Solidarity_Nature_Express | Agree_Likert | We are teying to change thr commumity from deoebding on chitrmen system | Agree_Likert | There are some for protecting the tree especially whetr thry burybchief | Agree_Likert | There are things thatb are implemebte andb those are not implemnted like the machine for hatchong eggd | Burning_Bush_Norms,Harvesting_Period_Norms | Disagree_Likert | They follow the period thus there of when to burn in line with harvesting catapikars | Agree_Likert | Because a long time ago people had poor management of natural but at the moment there are practice to maintain biodiversity | Agree_Likert | Agree_Likert | No answer | Nature_Protection_Purpose | Undecided_Likert | Material_Connection | Source of income | 3to4Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | I do not use natural resources | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | Source of income | Agriculture_Areas_Dependent | We use them are for cultivation | Agree_Likert | Tgeyv bring development or protectionnyo thr environment | Strongly_Agree_Likert | Through followingbthe oaws of the country | Agree_Likert | As long as tgey protect the environmet | Strongly_Agree_Likert | There thingvthatv we work and sometimes we teach other | Strongly_Disagree_Likert | There are no schools | Agree_Likert | There is a diffreence withbwahtb use tonhappen a long time ageo | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Television_Receive | Disagree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Disagree_Likert | Agree_Likert | We have some money for the actibies | Strongly_Disagree_Likert | Lincese | Strongly_Disagree_Likert | Lincese | Strongly_Disagree_Likert | Lincese | Strongly_Agree_Likert | Because we always obey what thr govern mentbbsaysbonnprotecting the environment | 8/8/2024 4:43:41 AM | n.namatama_ioer | 12/1/2024 5:46:31 PM | n.namatama_ioer | NaN | Community forest | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 30.603723 | -12.351056 |
| 25 | 26 | 2c1267e5-e2fa-4cc7-9d96-f646c66379ed | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/7/2024 3:28:52 PM | Lulimala ward | Chaya bee keepimg | Bees | 4to8Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Agree_Likert | There is commited to only 30 peooke out 40 | Strongly_Agree_Likert | We can organise our selve | Strongly_Disagree_Likert | Ifbthere rae laws set up by the government thatvcannot be changed | Ward_Development_Committee_Conflict | Strongly_Disagree_Likert | There is mothing | Strongly_Agree_Likert | There areva lot people do not know the importwnce of tree and other naturalnresourcrs | Strongly_Disagree_Likert | We have never had | Disagree_Likert | Tgere is nothing | Strongly_Agree_Likert | So that we can move inacvoed with what the government wants | Agree_Likert | So that it helps us plab | NaN | Solidarity_Nature_Express | Disagree_Likert | They cannit ve changed | Disagree_Likert | They cannot be cahnegd because they can distry thr environment | Strongly_Agree_Likert | They always recieve them | Burning_Bush_Norms,Fishing_Norms | Agree_Likert | The they cannot be changed | Strongly_Agree_Likert | If there are no cultural practices, the future generations will not know anything | Disagree_Likert | Agree_Likert | If it is not done the product or project will not work well | Nature_Protection_Purpose | Agree_Likert | Material_Connection | They bring development such as tourism | 3to4Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | There natural resources that are protected that cannot be accessed | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | For forming og food crops | Forest_Dependent | Source of income | Disagree_Likert | Theybbring develoment | Agree_Likert | We kniw tyay the natural resources have to be rpitected | Disagree_Likert | As long as tgeybbring develoment | Agree_Likert | Thereva are always aggrement reachwd duringbdiscussions | Disagree_Likert | There is nithing | Disagree_Likert | No answrr | Agree_Likert | Agree_Likert | Disagree_Likert | Other_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Disagree_Likert | We do nit hqve much money | Strongly_Disagree_Likert | They are protected by the givernment | Strongly_Disagree_Likert | Protected bybGRZ | Strongly_Disagree_Likert | Protectex by GrZ | Strongly_Agree_Likert | The natural resourcrs they bring invome | 8/8/2024 4:43:50 AM | n.namatama_ioer | 12/1/2024 5:47:05 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through forest department | NaN | 30.606875 | -12.346592 |
| 26 | 27 | ea4a476b-2eb2-4ccc-b6dd-3ff49898f309 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/7/2024 4:03:53 PM | Lulimala ward | Choso goat rearing | Goats and gardening | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Agree_Likert | There is cordination among the grouo member who are comitted | Agree_Likert | We cqn do it because we have been doing ti | Disagree_Likert | If there are thing taht are not correct then change can be made | Ourselves_Conflict | Agree_Likert | There some ngo such wwf, affrican parks | Agree_Likert | So thatbthe furture generation van have acces to the resources | Agree_Likert | Forest taught us on bee keeping | Disagree_Likert | Threre is no thayvare the same | Agree_Likert | We accept even at the moment we jave accepted to llok after the forest | Agree_Likert | No abswr | Animal_Rearing_About | Responsibility_Nature_Express | Disagree_Likert | Thay canmot be changed | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Agree_Likert | Material_Connection | For income | 3to4Years_Long | Disagree_Likert | Agree_Likert | Agree_Likert | We use them according to the accepted norms | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | That is the source of income | Forest_Dependent | We are mostly farmers | Agree_Likert | Ti bring protection to the ebvironment | Agree_Likert | As long as we are taught frequestly on just once | Agree_Likert | To bring development | Agree_Likert | That the reason we get oroject | Disagree_Likert | Thwre id notg8ng | Agree_Likert | There is a diffrence because atvthis time there a lotvof croos tjay getvdistroyed | Agree_Likert | Agree_Likert | Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | NaN | We do nit have adequate money | Strongly_Disagree_Likert | Protected by GRZ | Strongly_Disagree_Likert | Protected by grz | Strongly_Disagree_Likert | Protected by grzthe | Agree_Likert | Working together brings cordination for protectionnof tge environment | 8/8/2024 4:43:53 AM | n.namatama_ioer | 12/1/2024 8:43:03 AM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | In the workshops | NaN | 30.607339 | -12.346560 |
| 27 | 28 | f6f17e6c-7bb5-47dc-9c2d-97c53733fdb8 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/8/2024 5:53:54 AM | Lulimala ward | Bunishi banana goat rearing gardening | Goat rearing and gardening | 8to12Lima_Size | TRALARD_LNM | yes | 30to40People_Many | NaN | There is coordination as we work togather | Agree_Likert | We have a knowledge on how to do the activeies thus we can make our through the knowledge we have | Strongly_Agree_Likert | They are all f8ne and it is thrughy the structures thatvwr report out ptoblems | Local_Authority_Conflict | Strongly_Agree_Likert | People from aggriculturr alwayd comr to teach us on hoe yo look aftrt animals | Strongly_Agree_Likert | There is need to lewrn morr than whwt ee know at the moment | Strongly_Agree_Likert | We would like lewrn more | Strongly_Disagree_Likert | There are no laws like that are different | Strongly_Agree_Likert | If we do not accept thr laws from the government we will always br innconflictbwith them | Strongly_Agree_Likert | Whrn we reacive thr information that helps plann our project | Animal_Rearing_About | Responsibility_Nature_Express | Strongly_Disagree_Likert | We cannot change unless there is a chenge like climate change which would reqyurr change | Strongly_Agree_Likert | There some times we are told to keep the gpats in a fencevbut sometimes we rrnove tjem outvsiede also use use tradition medince from roots tov curr thr animals | Strongly_Agree_Likert | It because we recuve project and assitqncr from thr managers | Harvesting_Period_Norms,Burning_Bush_Norms | Strongly_Agree_Likert | The burning of bush like latr burning it distroys thr biodivertyThere | Strongly_Agree_Likert | The customary practices promote early burning but some people tend to burn late | Strongly_Disagree_Likert | Strongly_Agree_Likert | We follow the customary practices but people burn late which is not inorder | Nature_Protection_Purpose,Other_Purpose | Strongly_Agree_Likert | Material_Connection | The natural resources like trees give shade, medicine and we also get fresh air | 3to4Years_Long | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Yes but we normally use natural resources somehow | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | There are people who plant huge areas of land for a livelihood | Agriculture_Areas_Dependent | Thats is the sources of income for our livelihoods | Strongly_Agree_Likert | The new innovations help reduce distriction of the natural resourcrs | Agree_Likert | We only kniw upto the point we have been taught because thongs are changing | Strongly_Agree_Likert | We can changev in reagrds to how the environment is changing | Strongly_Agree_Likert | We awalys recieve oir leaders in our community and we follow what they teach us | Strongly_Disagree_Likert | There is norhing | Strongly_Agree_Likert | The things that are happring currently are diffentbfrom long ago and these peope are more into distroying the environment | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Strongly_Disagree_Likert | We do not have abything apart from tralard | Strongly_Disagree_Likert | They are protected areas by the givernment | Strongly_Disagree_Likert | It is a protected area | Strongly_Disagree_Likert | It us a protected area | Strongly_Agree_Likert | As long as we sit togather and make decision togather so thsy we are on the same pagr in lmplemting rather than each on doing his or her personal things | 8/8/2024 6:54:52 AM | n.namatama_ioer | 12/8/2024 5:16:41 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Phone calls or wattsup messages | NaN | 30.576601 | -12.279941 |
| 28 | 29 | 1f67b37e-89b6-422e-bfef-d6d6f25f1d3d | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/8/2024 7:08:02 AM | Lulimala ward | Kambili cooerative | Pig rearing and orangrs | 12to16Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Agree_Likert | We are coordated due to the work thatvis been implemented | Strongly_Agree_Likert | We already have a programne tgyd it woukd be a continuation | Strongly_Disagree_Likert | We do not know the laws that are comingbthus we cannot accept change as well as the new laws can be a hindrance to our livelihoods | Central_Government_Conflict | Strongly_Agree_Likert | There peiple who come from the givernment are the only we do not have champions | Agree_Likert | We would like to lewrn new thong due to changong ways of doing things | Strongly_Agree_Likert | There are lessons conducted by wikdlife | Strongly_Agree_Likert | They are the same | Strongly_Agree_Likert | The laws can hrlp us protectbthe pritect the environmentkll | Strongly_Disagree_Likert | There is nobsuch ingormtion in terms of rainfall tempratures we recieve in our ared | Animal_Rearing_About | Care_Nature_Express | Strongly_Agree_Likert | We cannot change our values because thr environmeny woupf be distroyed | Strongly_Agree_Likert | Ni answer | Strongly_Agree_Likert | When we have land for the project there is nobway some one can grab thr land | Burning_Bush_Norms,Harvesting_Period_Norms | Strongly_Disagree_Likert | They cannot be changed because they are attavhed to a specificbperiid when the norns are done | Strongly_Disagree_Likert | There are no cultural practices | Strongly_Disagree_Likert | Strongly_Agree_Likert | We do it so that our livelihood can improve | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | Like water is the source of life while trees are source of fresh water | 3to4Years_Long | Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We depend on agriculture and not the natural resource like forest | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The animals will not have food as well as the trees would dry | Wetlands_Dependent | He has a lot of activities that comes from water | Strongly_Agree_Likert | Because they asist un protecting the environent | Strongly_Disagree_Likert | We do not know because we have not been taughtl | Strongly_Agree_Likert | We can change as long as the new things are better than the previous ones | Strongly_Agree_Likert | We we were not working then even the project woukd bot progres | Strongly_Disagree_Likert | There us nothing | Strongly_Agree_Likert | A long time ago it wad better than currentlt when the cahnges in weathr partternd | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | NaN | We had but at the moment we do not have any money | Strongly_Disagree_Likert | The areas are project by tgr government | Strongly_Disagree_Likert | They are protecd by the govetnment | Strongly_Disagree_Likert | They are prited by the goveremt | Strongly_Agree_Likert | The agreement is important for effective cordination among ourselves | 8/8/2024 8:04:02 AM | n.namatama_ioer | 12/8/2024 7:27:29 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | It just the meetings | NaN | 30.586071 | -12.286917 |
| 29 | 30 | 98c5da55-dc28-4a00-aba0-9f3f674f142b | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/8/2024 8:33:37 AM | Lulimala ward | Production Unit Committee Chunda Ponde Secondary School | Tree | Lessthan4Lima_Size | EbA_CENTRAL_MUCHINGA_LUAPULA | yes | Lessthan10People_Many | Strongly_Agree_Likert | There is a conservatiin clud that was established | Disagree_Likert | There rae no adquatevresourvrsbto manage | Disagree_Likert | They are fine on becausevthe environment is been protected | Ourselves_Conflict,Traditional_Authority_Conflict | Strongly_Agree_Likert | Tgere are books that help to teach on magement of tree | Strongly_Agree_Likert | The knowledge is importantbfor effectivebprotectiom of the envirinmentthree | Disagree_Likert | There some sentidations that had been conducted | Strongly_Agree_Likert | Thete is nithing | Strongly_Agree_Likert | Provided the laws support the protectionnof the natutal environment | Strongly_Agree_Likert | Theyvare are able to comprehrent anfninteprent the information | Other_About | Care_Nature_Express | Strongly_Disagree_Likert | If there is no care then the environment wouod be distroyed | Strongly_Disagree_Likert | There is mothing | Strongly_Disagree_Likert | Every time we suggetion the request is consideted | Fishing_Norms,Burning_Bush_Norms,Harvesting_Period_Norms | Strongly_Agree_Likert | The norm of burning the can be changed | Strongly_Agree_Likert | The unregulated allocation of parcels of land in the forests | Strongly_Agree_Likert | Strongly_Disagree_Likert | They are not available | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | NaN | Undecided_Likert | Undecided_Likert | Undecided_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Land_Agriculture | For income and food crops | Agriculture_Areas_Dependent | For food crops | Strongly_Agree_Likert | We are ooen to new idead as long as the agianst the protectionnof the environment | Strongly_Agree_Likert | They are in pkace | Strongly_Agree_Likert | If need arises so that the environment can be protected | Disagree_Likert | Therevis no effecrive nonitoring | Strongly_Agree_Likert | Thete is a conservation club as a platform for sharing idead | Strongly_Disagree_Likert | For the purposes of planning | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Other_Receive | Disagree_Likert | LocalCommunityOrganisations_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | Tge fundas are not sufgivient | Strongly_Disagree_Likert | License | Strongly_Disagree_Likert | License | Strongly_Disagree_Likert | Lincese | Strongly_Agree_Likert | There is an effective flow of information thatbis accepted by the community and there is aggreemnr between them and the projectbis progreesing well | 8/8/2024 9:11:29 AM | n.namatama_ioer | 12/1/2024 8:25:37 PM | n.namatama_ioer | NaN | Tree planting | NaN | NaN | NaN | NaN | NaN | NaN | Phone | NaN | 30.578187 | -12.246612 |
| 30 | 31 | 90ca5672-14ba-407b-ae58-c9b0f6197253 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/8/2024 9:16:53 AM | Lulimala ward | Oroduction unit comkitte chunda ponde primary scjool | Tree plantation | Lessthan4Lima_Size | EbA_CENTRAL_MUCHINGA_LUAPULA | yes | Lessthan10People_Many | Strongly_Agree_Likert | There are meetibg that share ingormation got planninh anfnimplrmrntatiom ourposed | Strongly_Agree_Likert | Thre is a club for conservation which collaborates with the pupils | Strongly_Agree_Likert | They institutins are worki g acotding to what is required | Traditional_Authority_Conflict,Central_Government_Conflict | Strongly_Agree_Likert | Thete people from bangweulu wetlands and there arelesons whichbwere conducted by peolr | Strongly_Agree_Likert | The knowledge is chsnging thats there in need to felxibility to receivr new knowledgr | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Thete is nothing | Strongly_Agree_Likert | They news can be intergarted with old one except thr are contradiction the better mangement of natural resourcrsam able | Strongly_Agree_Likert | Am able yo interprete | Other_About | Responsibility_Nature_Express | Agree_Likert | Only if there need if there is a catasprohy | Strongly_Disagree_Likert | There is mothing | Agree_Likert | They are valued because the futture generayion need yo haccess thus | Burning_Bush_Norms,Pastoralism_Norms | Agree_Likert | The burning of bush disturbs the biodiversity | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not consider | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Disagree_Likert | NaN | They are are source of income | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert | Land_Agriculture | For farming activities which brings income | Agriculture_Areas_Dependent | It is where food crops come from | Strongly_Agree_Likert | There is need to combinebthe two for effevtivr implementation | Agree_Likert | He is against thaose that distroy thr environment | Strongly_Agree_Likert | As long as theybdo kot disturb the environment | Strongly_Agree_Likert | As a school we do not work innissolationnwe invove other like the chiefs, bangeulu wetlands, councilor | Disagree_Likert | Not directly yo student teaching practices | Strongly_Agree_Likert | Without statitics there will be inaccurate in managemengemnt and implement as well as decision making is dependadt on statistics | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Television_Receive,Community_Radio_Receive,Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge,Other_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | In a minimal way | Strongly_Disagree_Likert | They are projected by the goverent | Strongly_Disagree_Likert | They are protect by the givernment | Strongly_Disagree_Likert | Protected by thr governmnet | Strongly_Agree_Likert | The agreembet help prevent poaching, burning the bush, bad methods of fishing such as mosquito nets | 8/8/2024 9:53:02 AM | n.namatama_ioer | 12/1/2024 8:50:47 PM | n.namatama_ioer | NaN | Tree plantation | NaN | NaN | NaN | NaN | NaN | NaN | Internet | Bangweulu wetlands supply materials | 30.578910 | -12.245949 |
| 31 | 32 | 9c1256a7-c382-4f99-885f-b57260b14303 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/8/2024 9:58:47 AM | Lulimala ward | Lilimala cooertaives | Chicken rearing | 4to8Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Agree_Likert | It because we are progessing well in our activities | Agree_Likert | We have been doing it thusbit is possoble | Strongly_Agree_Likert | The structures rae just eorking fine | Central_Government_Conflict | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | The knowledge woukdhelp protect the environmrnt | Strongly_Disagree_Likert | There is nothing | Disagree_Likert | The government laws protect but the traditional authorit laws are relaxed | Strongly_Agree_Likert | The laws would bring new ways of protecting the environment for futurr genetation to find thr resourcrs | Agree_Likert | It helps us plan | Other_About | Responsibility_Nature_Express | Strongly_Disagree_Likert | They can not be changed because theybtry to protectvthe habjitat of the bidiversity | Agree_Likert | There people that protect thr natutal redourced assiged bybthr chiefs traditionally ""ba chipupila' | Strongly_Agree_Likert | Thr projectsvare currentlybworking | Burning_Bush_Norms,Fishing_Norms | Agree_Likert | As long as there is a law innplace like fish burn | Agree_Likert | Ba chipupila"" they have customary practices for protecting the natural resources | Strongly_Disagree_Likert | Agree_Likert | We just follow the historical practices of our forefathers | Nature_Protection_Purpose | Agree_Likert | Material_Connection | They are source of income | 3to4Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | We mostly use goats and pigs in our livelihoods | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | The soil gets degraded and we movebto another portion of land | Agriculture_Areas_Dependent | Thats is the source of food crops as well as income | Strongly_Agree_Likert | They cannreduced deforestation as welk a helpnprotectvthe environment | Agree_Likert | No answer | Disagree_Likert | They cwnnnot be cjqnged | Strongly_Agree_Likert | It bringd innknowledge that will come inbfutute as ell as thebcurrent knowledge | Disagree_Likert | There is nothing | Strongly_Agree_Likert | There is a different it was beter than curentlyl | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Disagree_Likert | We do not have money | Strongly_Disagree_Likert | It is protected by the government | Strongly_Disagree_Likert | It is protected by grz | Strongly_Disagree_Likert | Protected by grz | Strongly_Agree_Likert | If there is an agreement it is accepred by eveyone as wht shoukd br donr | 8/8/2024 10:48:05 AM | n.namatama_ioer | 12/1/2024 8:24:54 PM | n.namatama_ioer | NaN | Chicken rearing | NaN | NaN | NaN | NaN | NaN | NaN | Traditional authority | NaN | 30.579186 | -12.242215 |
| 32 | 33 | 4d32d22a-532f-4a91-ac4d-33c09fbcbf69 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/8/2024 10:53:38 AM | Lulimala ward | Chunda ponde buikking centre | It is will be stotage of farming products except maize | Lessthan4Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Agree_Likert | There plans to effectively coordinated the stored products for marketing andbseelingbto customers | Agree_Likert | The local peoole we know havevthe localnpeole behave thus is is easier for us to make proper plans | Strongly_Agree_Likert | They are all fine but our comkittee will work hand innhand with thr cooerative to receive farmingnproducts | Local_Authority_Conflict,Traditional_Authority_Conflict | Agree_Likert | It is the only project but we will consult with other people | Strongly_Agree_Likert | We would love to learnnmore so that we havr a lot of knowledge | Agree_Likert | There is need to go through the lessons | Disagree_Likert | Thete is nothing | Strongly_Agree_Likert | In the laws it can helpnprotect the environment but the locak authorityThr | Agree_Likert | They can help us plan | NaN | Responsibility_Nature_Express | Strongly_Disagree_Likert | Tge powers are in thebtraditional authorty they acannoy be changed | Strongly_Agree_Likert | Ba chipupila"" who take care of the resoutces who control howbto harvestb fish only | Strongly_Agree_Likert | There is is change in how thing are done especially catchingbfish in fish burn period | Harvesting_Period_Norms,Burning_Bush_Norms,Fishing_Norms | Strongly_Agree_Likert | As longbas their is annincrease inblaws for protection | Agree_Likert | There are places such as grave yard which are protected from deforestation | Strongly_Agree_Likert | Strongly_Agree_Likert | There cultural practices such as spririal rites done by traditional authority | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | So that the environment is protected and I have some business that I have | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | It is a source of income | Wetlands_Dependent,Forest_Dependent | The wetlands and trees have the same values in helping us such as source of traditional medicine | Strongly_Agree_Likert | They can reduced deforestation | Strongly_Disagree_Likert | I have no knoweledif ge | Agree_Likert | If they are agaist protection of the natural environment | Agree_Likert | Some they use authority they have thusbit is a challege to coltlaborate | Strongly_Disagree_Likert | Therevis nothing | Strongly_Agree_Likert | So that yhe environment is used accroding the limits they can regerate | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Other_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is no money to do those activities | Strongly_Disagree_Likert | They are protected the givernement | Strongly_Disagree_Likert | They are protected by the government | Strongly_Disagree_Likert | Theybare protectrd by the government | Strongly_Agree_Likert | As long as there is an agree the distructionnwould be reduced because therebis anaggreemnt | 8/10/2024 11:11:44 AM | n.namatama_ioer | 12/1/2024 8:49:58 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through workshops | WWF and other organisations such tralatd | 30.577785 | -12.241178 |
| 33 | 34 | 519ff3c4-b678-484a-9ec1-646dff5531aa | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/10/2024 6:01:54 AM | Kalanga ward | Miyombe acquaculture cooperative society | Fish ponds , gardrning and a poutry is beeing planned | 8to12Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many | Agree_Likert | At tge membesr where 9 but it it hadvincreased yo 19 but still thr commited number is 11 ouy of the 19 peoplee | Strongly_Agree_Likert | We planning to start conserwvationn farming fot thr activities in the area as well as wire more like a dam | Agree_Likert | They all play difftent roles thus thry are nedded for collaboration | Traditional_Authority_Conflict | Strongly_Agree_Likert | There are camp officers from the extesiin services. There champion in the area from coperatives asvwell as individuals | Strongly_Agree_Likert | The new knowledge can help us do the news that cann be used to imptove out system | Agree_Likert | There are sentistations from SCRALA on thr preservationnof the environment | Disagree_Likert | It is the local people thatvdo not agree with the policies of the land | Agree_Likert | The new laws can be a disadvantage to the community or tgr group | Strongly_Agree_Likert | They infirmation is able to intertepreted as welk as felt in the current situation | Farming_About,Other_About,Animal_Rearing_About | Responsibility_Nature_Express | Agree_Likert | They can be changed wh3n there is new kniwledge to try new things | Strongly_Agree_Likert | There are oeole who depend on millet or maize thus woukd need to cut down trees yonproduce the crops | Agree_Likert | Some times rhey getvthe ideas and some tgry do not accept them | Burning_Bush_Norms,Fishing_Norms | Agree_Likert | They can be changed because at thr ment the chief is foebbiding burningbthe bush anyhow and also agriculture is advising burrying the staock afrer haverstimg | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Agree_Likert | The accessing of land from the traditional authority who also give instructions of where to put livelihoods and not close to the water sources or resources | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | They are a source of income | Lessthan2Years_Long | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | It is easier to change because of the experience we have on the natural resources and we change in accordance to climate change | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | Some people burn the agriculture area because they are looking for rats. In addition, they burn food crops due to search of rats | Agriculture_Areas_Dependent | Thats were we grow our crops for a livelihood | Agree_Likert | Theyvnew ideas help reduced thevcuttingbdoen of trees and there are local ovens we have creatwd innourvareas | Agree_Likert | The deoartments foem forests, agricuoturr and vertinary havr specific roles that they play inour project | Strongly_Agree_Likert | The national policies are well reserched and principles cam be of no use | Strongly_Agree_Likert | The knowledge we recieceivung from diffeeent departments as well as the ideas techinques | Disagree_Likert | There are no links to the university but it might br indirectly through the officers from the government departments | Strongly_Agree_Likert | Theu help to kniw what to do or plan in terms of what type of seeds to plant such early maturity seeds | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | We stsrted our activitie of tge coperatives before the comingbinnof SCRALA project | Strongly_Disagree_Likert | They are projected by the givernmnet and we do not kniw the procedure on how to access thr natural resources legally | Strongly_Disagree_Likert | We do not know how to access the resourcrs legally | Strongly_Disagree_Likert | We do not know how to market the reaourcrs lr | Strongly_Agree_Likert | When there is collaboration there would be strongboartnership fot effective implemntationnof measures | 8/10/2024 11:11:49 AM | n.namatama_ioer | 12/8/2024 7:33:55 PM | n.namatama_ioer | NaN | Tree planting | NaN | NaN | NaN | NaN | NaN | NaN | Phones or word of mouth | NaN | 33.457546 | -10.567637 |
| 34 | 35 | 8ef4b99c-bf2c-4f8e-86c8-ce6015273503 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/10/2024 7:18:23 AM | Kalanga ward | NaN | Goat rearing | 4to8Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many | Agree_Likert | At first the goats where guve to 12 members wheike the other 12 did not have. After the reproduced also the others were given noy all of them due to diseses that cause ddrathbto some of tjerm | Strongly_Agree_Likert | There is collaboration as long as there is learning peole can make a plan | Agree_Likert | The structures are okay becausr they are into protrcting the environment | Central_Government_Conflict | Agree_Likert | There is a club called stop cuting trees and also thwre alsonpeople from agriculture | Strongly_Agree_Likert | There is always a point in ttime when new kniwledge is need to operate effecfirntly | Agree_Likert | Thats when the peoplenare been taught thenimpotrtanve of not cutting trees | Agree_Likert | The traditionak authoritybrelaxws the laws bybnit making them stiff to thr offenders were samm punishnenybis given whichbis less in steenghy compared yo what it woukd havr been if it was the government | Strongly_Agree_Likert | If the laws are not accepted thr envirrnt woukd be distroyed | Strongly_Agree_Likert | Thevhelo inmplanning for the furture | Animal_Rearing_About | Responsibility_Nature_Express | Strongly_Disagree_Likert | The natural resources can get distroyed if we try new things | Disagree_Likert | There is nothing | Strongly_Agree_Likert | They are also appreciate when the views to protect the envirobment through givinh them some authority to gard the natural a a community police | Burning_Bush_Norms | Agree_Likert | It is always difficukt to know whi has burned the bush | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Other_Connection | The ZAWA Officers are the ones connected to them because they look after them | 5to6Years_Long | Undecided_Likert | Undecided_Likert | Undecided_Likert | No answer | Strongly_Agree_Likert | NaN | Disagree_Likert | Disagree_Likert | Agree_Likert | Wood_Extraction | The cutting down of trees destroy or change the landscape because it is for a livelihood | Agriculture_Areas_Dependent | The livelihood we have is farming as our main stay | Strongly_Agree_Likert | They can helos us in our luvelihood | Agree_Likert | We only knowbvery little andpeople who teach us do mot doniy in detail | Agree_Likert | We have been help with goat keeping thats keeps away from the natural resourcrs | Agree_Likert | When wevask or request anythingvwe ate heard | Strongly_Disagree_Likert | There is nothing | Disagree_Likert | There is not enough information givennto us to understand whtavisbhappening | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Disagree_Likert | We dobnot have money | Strongly_Disagree_Likert | Unkess wev consukt the givernment | Strongly_Disagree_Likert | Unless we conslut the goevernment | Strongly_Disagree_Likert | Unkess we consukt the governmrbt | Strongly_Agree_Likert | When there is an agreement through volloaboration rather an individual givwing orders of whatbshoukd br done | 8/10/2024 11:12:00 AM | n.namatama_ioer | 12/8/2024 7:28:41 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | We do not related | NaN | NaN | Phones on wattsup | NaN | 33.457449 | -10.567597 |
| 35 | 36 | b52ef7cc-097a-4c94-9f5b-fbf15e8b1251 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/10/2024 9:13:23 AM | Kalanga ward | Stop the chop women club | In future they will plant pine trees and sunflower | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many | Agree_Likert | The group is not funded or given any money from anyborganisation | Agree_Likert | We are curently operation wirhout attachemnt to any project | Agree_Likert | They instotution are slowly changingbthrough new additions of structures like our women clud | Traditional_Authority_Conflict | Agree_Likert | The clud is not yetvfuuky functiinal | Agree_Likert | There always meetings that lead to news thongs in terms ofbknowlege | Disagree_Likert | There arevnontarianing | Disagree_Likert | Therevis nothing | Agree_Likert | The news laws can be accepted by varous membesr atvcertain leveks | Agree_Likert | She has been taught howbto takebcare of thr natutal resourcrsvand hoe to take care of them | Nature_Protection_About | Responsibility_Nature_Express | Agree_Likert | I can adhera to the neew nkowledge on values | Agree_Likert | There are things ee do in the club | Agree_Likert | When we ask managrment they always acceptvus request and implement | Harvesting_Period_Norms,Gathering_Norms,Burning_Bush_Norms,Hunting_Norms,Fishing_Norms | Agree_Likert | They can be changed wh3nn people are alternativr livelihood | Agree_Likert | The land where the natural resources are located are owned by the traditional authority | Agree_Likert | Agree_Likert | A project cannot operate without consulting the traditional authority | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | Lessthan2Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | They can change slowly due to low performance of the group | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The trees have challenges in growung up if they are burned | Forest_Dependent | It provides resources for the people in terms of wood | Agree_Likert | They canbbring prooer protectionnof the environment | Agree_Likert | NaN | Agree_Likert | As long as there is change and it is good thennit can be accepted | Agree_Likert | NaN | Strongly_Disagree_Likert | We have nevervdone that | Agree_Likert | We learnt ablot from the infomationnto implemnt out activities | Agree_Likert | Agree_Likert | Agree_Likert | NaN | Agree_Likert | Other_GetKnowledge | Agree_Likert | Agree_Likert | Because we are making contributions yo the club | Strongly_Disagree_Likert | They are protected by the law but it can done with a linsece | Strongly_Disagree_Likert | With a linsece | Strongly_Disagree_Likert | Unles wirh a linsce | Agree_Likert | This is because when the government impkrmebts bsomrhing everyone has yo obayg | 8/10/2024 11:12:08 AM | n.namatama_ioer | 12/8/2024 8:05:57 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Phones | From the chiefs | 33.448142 | -10.576198 |
| 36 | 37 | fe0f0e0f-ac40-442b-b1b4-1fd7ddeb456a | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/10/2024 3:27:00 PM | Kalanga ward | SDA Main church | Fish ponds | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many | Agree_Likert | We work togather and thinhs move smoothly | Agree_Likert | We hadcalready created a fish pond befire we are funded or supportedvthe SCRALAtherec | Agree_Likert | There is no complete takingv care of the environment because some trees are didtroeye whike others are fine bybthe forestvdepartment | Traditional_Authority_Conflict | Agree_Likert | I had gone for a training for bee keeping and fishingbfor 7 days | Agree_Likert | The lessons do nit end abd new things can be learnt | Agree_Likert | I had goe for traingvin fish farming anf bee kepingbfor 7 days | Disagree_Likert | There is nothing | Agree_Likert | Ifbthere are no kaws there can never be progress | Agree_Likert | The information is recievde from the tv or agricukture ofgices tobassit ud in farming | Other_About | Responsibility_Nature_Express | Agree_Likert | The change of climate canbnecissate chaningvthr values | Disagree_Likert | Therevarev no beliefs | Strongly_Agree_Likert | We living in thr environment of givernment laws so they have to folleed | Harvesting_Period_Norms | Agree_Likert | We cannot change because the period for haverst is neccistwd by thing being reafy | Disagree_Likert | There is nothing | Disagree_Likert | Disagree_Likert | There is nothing | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | Lessthan2Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | There are the livelihoods we engage in such as keeping goats and fish farming | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | The people who are cutting tree for charcoal destroy them such it is difficult for regeneration | Agriculture_Areas_Dependent | We obtain food crops that assist us in our livelihood | Agree_Likert | As longv as they bring develooment innour livelihoods | Agree_Likert | As long as we arev taught more because we have little kniwledge | Agree_Likert | They can not be changed unles the givernmennt changes them | Agree_Likert | Because we are always talkingvand aggretinh onnthings thatbbringbdevelopment in our area | Strongly_Disagree_Likert | There are no universitities | Disagree_Likert | We cannot use the old wether forests but havr tobdepend on the cirrent ones | Agree_Likert | Agree_Likert | Agree_Likert | Other_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Agree_Likert | We do not have only one livehood thus the source of incomeunles | Strongly_Disagree_Likert | Unless we have a license | Strongly_Agree_Likert | Unless we have a licenynlessse | Strongly_Disagree_Likert | Unless we hqve alincesd | Agree_Likert | When we coordianted between the government and communuty there is develolment in the endnop | 8/11/2024 2:40:56 PM | n.namatama_ioer | 12/1/2024 8:25:52 PM | n.namatama_ioer | NaN | Fish ponds | NaN | NaN | NaN | NaN | NaN | NaN | From tge government | NaN | 33.457447 | -10.567631 |
| 37 | 38 | a85ec545-49e4-4f87-aca7-e1fa8252c1b7 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/11/2024 4:21:00 AM | Kalanga ward | Nursery Tree plwnting | Pine trees | Lessthan4Lima_Size | TRALARD_LNM | yes | Lessthan10People_Many | NaN | Not applicable | Strongly_Agree_Likert | Am managinhbit on myvown | Disagree_Likert | Thev steuctures arevl allnfine | Traditional_Authority_Conflict | Strongly_Agree_Likert | The agriculturr and forest department givee ud advise on ehwtvtobdo | Strongly_Agree_Likert | It is imoottwnt to know tov lookbvaftrrv thrv gorest and thev environmnet | Agree_Likert | I had kesson for thev forest part whilev the for animak oer ibdif noy have any lesons | Agree_Likert | The laws are the same The | Agree_Likert | The laws arev notvknown thusv ibcannotbagree to oaws thatc i do not know | Strongly_Agree_Likert | Yed i have thr abikuty to interorete becausr i evemn trachboeoplebin thr community | Other_About | Care_Nature_Express | Disagree_Likert | It is becausr taking care of nature is important | Agree_Likert | There isv places inb the rivers where thev traditionbauthoritybinvike the soirits tovassit in have rainfall | Agree_Likert | If they are nit acceoted i woukd not havr been receivinh regukations or guidancr on hoe to manage the forest | Food_Taboos_Norms | Agree_Likert | royes a lotvof thing lije soil and biodivesity | Agree_Likert | Chitemene system destroys the environment | Agree_Likert | Disagree_Likert | We do not do that | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | They are a source of income through tourism | Lessthan2Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | I have some other livelihood like keeping goat chickens gardening and hiring of wedding dresses | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | Source of income | Wetlands_Dependent | Water is life and it is used to water the environment for tree to grow to prevent it developing into a desert | Agree_Likert | The technolgy is cahnging thus ibhavebto mkve togather with technolohy | Disagree_Likert | Ibhave do nit have adquate kniwledge | Agree_Likert | Yes as long as tgey are in line with the envirinment | Agree_Likert | They peopel within the village accept the things we do and following what wevare implemrnting | Disagree_Likert | There is nothing | Agree_Likert | I teach the community on it impiatatnce | Disagree_Likert | Agree_Likert | Agree_Likert | Other_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Undecided_Likert | No answer | Strongly_Disagree_Likert | They arev protectwd bybthe government | Strongly_Disagree_Likert | Protected by the govern ment | Strongly_Disagree_Likert | Protectrx by the governmnet | Agree_Likert | When the community and givetnment make an agrement togathe it make tge caggremnt acceptable to both sides that woukd stand avtestvtime | 8/11/2024 2:41:07 PM | n.namatama_ioer | 12/8/2024 6:36:29 PM | n.namatama_ioer | NaN | Plantation | NaN | NaN | NaN | NaN | NaN | NaN | Through community gathering and brochers | NaN | 33.450785 | -10.575330 |
| 38 | 39 | 57952118-1400-4faa-857d-3d6715ec33b5 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/11/2024 6:04:21 AM | Kalanga ward | Tikokelane saving group | Saving or loans | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 30to40People_Many | Agree_Likert | They oeopel arr cordingv through makingvtheir ownbcontributuons ti the savingvs group | Strongly_Agree_Likert | The results in the group are seen becausr progress id seen | Strongly_Agree_Likert | We are workingbwell | Ourselves_Conflict | Strongly_Agree_Likert | The peoole from agricukture and section leaders | Strongly_Agree_Likert | So that we knowv how yo take care of thr environment | Disagree_Likert | No lessons | Disagree_Likert | The laws are the same | Agree_Likert | So that we cannoearn some things that we do not know | Agree_Likert | The information is not relaible for management | Other_About | Care_Nature_Express | Disagree_Likert | The animals belong in thr game park | Disagree_Likert | There is noyging | Strongly_Agree_Likert | They are the peoplr who teach us | Harvesting_Period_Norms,Pastoralism_Norms,Fishing_Norms | Disagree_Likert | They cannot be changed becausr thats howvwe have been brougt | Disagree_Likert | There is nothing | Disagree_Likert | Disagree_Likert | There is nothing | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Disagree_Likert | Agree_Likert | Agree_Likert | We do not depend on them | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The trees dry when they are burnt | Agriculture_Areas_Dependent | It is a source of crops for food | Agree_Likert | They is develooeny for instance some cioeratices are give small vehickes | Strongly_Agree_Likert | There sometimes we teach othre on how we canntake care of the tree | Agree_Likert | As long as theyvare in line i orotection the environment | Strongly_Agree_Likert | They groups that we make are from the leaders which are made by splitingbthe lager grouo inba smaller ones | Agree_Likert | There is nothing | Agree_Likert | They help unnpalnning | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Other_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Undecided_Likert | Agree_Likert | When ingrow grounds i sell andnit isbwere i get income | Strongly_Disagree_Likert | We arevvnott laloowed to even walk inbthr areas such as game parks | Strongly_Disagree_Likert | Protected by governmen | Strongly_Disagree_Likert | Protectwd by goverbment | Strongly_Agree_Likert | They are the ones who teach us thau we have to aleays agrerv with them | 8/11/2024 2:41:16 PM | n.namatama_ioer | 12/1/2024 8:26:10 PM | n.namatama_ioer | NaN | Saving group for money | NaN | NaN | NaN | NaN | NaN | NaN | Through works ee atend and then we also teach others | NaN | 33.451910 | -10.576006 |
| 39 | 40 | de06ad6c-1f88-4a99-93c0-38163eda134a | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/11/2024 9:08:00 AM | Kalanga ward | Hope saving for change | Saving and loans | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 30to40People_Many | Agree_Likert | The cordinates with each bother | Agree_Likert | We doing the laon activities on our own with help fron SCRALA but we intend to getvsome help | Agree_Likert | If there so many changes in a short period of time it might worsen the activies | Ourselves_Conflict | Agree_Likert | They arebfound atvthe district | Strongly_Agree_Likert | If you learn then it means you improve | Strongly_Agree_Likert | I had a training with thebforestvdepartment | Agree_Likert | There are policies that are accepted by the traditional authority such as thrybrefysed to have a community part in the sense thay the governement woukd grab the land | Agree_Likert | Us traditional people we are used to do thong in an old way but we have to learn new things | Strongly_Agree_Likert | We had under gone trainingvwhichbbrought out the benefits | Other_About | Care_Nature_Express | Strongly_Agree_Likert | Nature is part of his if it is distroeyed it menas his life is distroyed | Agree_Likert | There certain areas that are orotectwd by the traditionao authority such if iy is ocvupird by the government then the culture is distroyed | Strongly_Agree_Likert | If the are let alone nothing would be be achieved with the view s from me | Burning_Bush_Norms | Strongly_Agree_Likert | People are seeing the impact of burning the bush on the animals thud they acan change their livelihood aftet seeing | Agree_Likert | I have experienced the cultural practices interfering forest management | Agree_Likert | Agree_Likert | No answer | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | Lessthan2Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | It would be difficult but after some time it would change gradually | Agree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The fires cause a lot of damage to biodiversity as well as plants | Agriculture_Areas_Dependent | Thats were we grow crops for our livelihoods | Strongly_Agree_Likert | Theyvhelpbreduce the damage to the environment | Agree_Likert | The projectsvare goungbforwardvin their managemnt | Agree_Likert | Some principles are bad and if the goverent brings in new princilres then i fit in . Some peole say thatbthry canmot live with shorting animals as tjeir principles | Strongly_Agree_Likert | There are abnumber of pwople visiting to advise anf teach them | Disagree_Likert | There is no exooure to university but he woukd to | Strongly_Agree_Likert | It helps in naking good plans | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Community_Radio_Receive,Television_Receive,Other_Receive | Agree_Likert | Other_GetKnowledge | Agree_Likert | Agree_Likert | When you have finabce you havr the capabikitybto do anything | Agree_Likert | As long their is a license | Agree_Likert | As lobh as there is a license | Agree_Likert | As long as there is a license | Strongly_Agree_Likert | If there is an agreement them there wiukd be clear guideline between the governemt and the local community | 8/11/2024 2:41:25 PM | n.namatama_ioer | 12/8/2024 7:15:37 PM | n.namatama_ioer | NaN | Savings | NaN | NaN | NaN | NaN | NaN | NaN | Phones | Through work shops with statekholders | 33.465623 | -10.558932 |
| 40 | 41 | f3f6722e-53e4-47c9-838e-8d331ce8ba89 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/11/2024 9:18:00 AM | Kalanga ward | Vitumbiko cooerqtives | Fish ponds | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 30to40People_Many | Strongly_Agree_Likert | Thet work togather as a xommunity | Strongly_Agree_Likert | We are working togather and it is only the financial apsect hindering bus | Agree_Likert | Thete are ceratian institrikn from the traditional authority thatvare contrinution to protectionnof the environment whike others are not | Central_Government_Conflict | Strongly_Disagree_Likert | There is no one who gives us afbise | Strongly_Agree_Likert | The forests are a source of income for us thus we nee to have know to protwctvthem | Disagree_Likert | There is nothing | Strongly_Agree_Likert | Thev forest department migh give a lincese to cut trees but the headman might not allows to cut the tresto | Strongly_Agree_Likert | So that the we learn how to look after tje forests | Agree_Likert | For olqnning | Other_About | Responsibility_Nature_Express | Agree_Likert | They can bring distructionnto thr envirobment which inturnbdistroys our livelohoods | Agree_Likert | If tgere are belief the environment can be distroyed | Agree_Likert | The leaders are the ones who are leading us in the cativities | Burning_Bush_Norms | Agree_Likert | The people justb burn the bush and the soil fertility is reduced as wel as the crops are dostroyed | Disagree_Likert | There is nothing | Undecided_Likert | Undecided_Likert | There is nothing | Source_Income_Purpose,Other_Purpose | Agree_Likert | Material_Connection | No answer | Lessthan2Years_Long | Agree_Likert | Strongly_Agree_Likert | Agree_Likert | NaN | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The trees get burn reducing regeneration as well as the fertility of the soil | Wetlands_Dependent | Source of life | Disagree_Likert | NaN | Disagree_Likert | Ibdo not have any training | Agree_Likert | If they are not in line with protection the environment | Agree_Likert | When we plan fot any it is followed to the lattet | Strongly_Disagree_Likert | There is nothing | Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Community_Radio_Receive,Other_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Agree_Likert | Disagree_Likert | There is mothing | Strongly_Disagree_Likert | It is owned by the government | Strongly_Disagree_Likert | It is owned by the government | Strongly_Disagree_Likert | It id owned by the governmrnt | Strongly_Agree_Likert | If there are differencies betwen the trafitional authority and the government then the protection of the environment wouod be difgicukt to be attained | 8/11/2024 2:41:33 PM | n.namatama_ioer | 12/1/2024 8:40:18 PM | n.namatama_ioer | NaN | Fish ponds | NaN | NaN | The tourist bring income in terms of viewing the animals | NaN | NaN | NaN | Phones using messages | We are not taught | 33.465658 | -10.558947 |
| 41 | 42 | d6365900-04d0-414d-aab3-8f3e3b90f642 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/12/2024 8:05:00 AM | Ntonga ward | Non | Bee hives | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Lessthan10People_Many | Undecided_Likert | Am along | Strongly_Agree_Likert | I have tje inowledge thay i can work alone | Strongly_Agree_Likert | The structures are fine other thr biodibersity wouod be distroyed | Traditional_Authority_Conflict | Strongly_Agree_Likert | Thete is a leqd famer that teaches ud how yo keep behives | Agree_Likert | So that the knowledge can help protect thr environment fot yhjr futurr generation yo havr a view of the biodiversity | Strongly_Agree_Likert | There are training that i have attended | Disagree_Likert | The laws of the goverent and the coinvil they move in thr same direction | Agree_Likert | So that they can help me in my livelihood | Disagree_Likert | They are difficukt yo inteprete | Other_About | Care_Nature_Express | Disagree_Likert | Thr protection of naturr means that it can hrlp thr furturr generation | Disagree_Likert | Thrre is nothing | Strongly_Agree_Likert | It is because we are also implemetingbthr projects | Harvesting_Period_Norms | Disagree_Likert | They cannet be changed because the period of harvesting means that the productsvare ready | Strongly_Agree_Likert | Our old parents taught us to protect the environment so that is more like a customary practice | Agree_Likert | Disagree_Likert | We do not do it | Nature_Protection_Purpose | Disagree_Likert | Material_Connection | They help us in being a source of food as well as water | Lessthan2Years_Long | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | There is need to change because the world is developing hence to move with it | Agree_Likert | Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The trees get destroyed when they are burnt and it is difficult for them to regenerate | Agriculture_Areas_Dependent | When i have a portion of land then i will be cultivating in one area and thus i cannot be cutting trees | Agree_Likert | They help us in our livelihood through refuctionbin cutting down trres | Disagree_Likert | He has not trained in anythongno answer | Disagree_Likert | NaN | Agree_Likert | Beccause we always followb whatvtheleaders say | Disagree_Likert | Tgere is nothinh | Agree_Likert | As long as there are people to trainnus | Undecided_Likert | Agree_Likert | Agree_Likert | Community_Radio_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Disagree_Likert | We do not have money or any sponsers | Strongly_Disagree_Likert | The laws do not allow | Strongly_Disagree_Likert | The laws do not allow | Strongly_Disagree_Likert | Tge laws do not allow | Agree_Likert | We are told whatvto do and in the end we follow whatvhas been agrred | 8/13/2024 2:52:30 AM | n.namatama_ioer | 12/1/2024 6:07:38 PM | n.namatama_ioer | NaN | Beehive keeping | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 33.323648 | -10.140853 |
| 42 | 43 | c2c190a3-c3da-4d31-a9e9-73ee19296436 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/12/2024 9:10:49 AM | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Lessthan10People_Many | Undecided_Likert | She is just an individual | Agree_Likert | I was keepingbchickens thus u can mange tondo it | Agree_Likert | Theyvwork well because they protect the environment | Traditional_Authority_Conflict | Agree_Likert | The village headman give advice of what shoukd be donento protect the environmnet | Agree_Likert | The livelihood we undertake we do not take care of the tree we just cut tgem thus onowledge woukd assit in protectingvthe environment | Agree_Likert | There are meetingbwe attendbwherevtheyvtrach us on howbtonprotect thr environment | Undecided_Likert | I have no idaea | Agree_Likert | It is importabt to learn new thing inbcase i have forgottrn so that am updateded | Agree_Likert | We always followe that sometimes web even use maize seeds thatbmaturr early dependingbon thr the amountbof rainfall | Other_About | Care_Nature_Express | Disagree_Likert | The biodivesity and trees woukd be distroyed | Disagree_Likert | There is nothing | Agree_Likert | The leaders always teachbus hoe to protect the envirinemt | Harvesting_Period_Norms,Burning_Bush_Norms | Agree_Likert | Theyvcannot be change because when thebcropsbare readyvtheybhave to be harvested abd burning can be done late it woukd not be got because it is almostv rain season | Disagree_Likert | There is nothing | Disagree_Likert | Disagree_Likert | We do not do that it as it is unneccesary | No_Idea_Purpose | Disagree_Likert | Other_Connection | Where trees are protected it leads to rainfall in the area | 7to8Years_Long | Disagree_Likert | Disagree_Likert | Agree_Likert | The keeping of goats helps in protecting the environment because the livelihood is depend on them | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | The cutting of trees for charcoal prevents regeneration | Agriculture_Areas_Dependent | Thats where we get food products for our livelihoods | Agree_Likert | The innovationnlike ccoking stove usesbminimumbchaocal thus reducimhb deforrststiom | Disagree_Likert | I do not have an idea | Agree_Likert | As long as they protect the environent | Strongly_Agree_Likert | They alswys teach us to protectvthe envormwnt and webagrree with them | Disagree_Likert | Thete is nothing | Agree_Likert | They providr us with infoamtion that help usbplan | Agree_Likert | Agree_Likert | Agree_Likert | Field_Extension_Services_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Agree_Likert | It is only moneyvwe getvfrom farmingbacrltivies | Strongly_Disagree_Likert | We are forbiden | Strongly_Disagree_Likert | Weare forbiden | Strongly_Disagree_Likert | We are forbiden | Agree_Likert | As long as the traditioanl autjoriyy thenbtheybwill lead in protecting the environment | 8/13/2024 2:52:44 AM | n.namatama_ioer | 12/1/2024 6:08:59 PM | n.namatama_ioer | NaN | Goat keeping | NaN | NaN | NaN | Protection of trees | NaN | NaN | NaN | NaN | 33.326144 | -10.112918 |
| 43 | 44 | 22e6ba0c-454a-49ff-a4f9-580258071f3a | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/12/2024 10:00:47 AM | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Lessthan10People_Many | Undecided_Likert | Not applicable | Agree_Likert | No answer | Agree_Likert | No answer | Ward_Development_Committee_Conflict | Agree_Likert | The forset helps us we do not have anyone from the local communiyy | Strongly_Agree_Likert | Do that i can have more knowledge as well as to follow whatbever they teachbus | Agree_Likert | The forestvteach us not ti cutt down tres thatvare close to the river otherwise the river will dry | Disagree_Likert | Theyvvarev all the same | Agree_Likert | They have jsutbto be accepted | Disagree_Likert | I canmot because they are written in english unles in Bemba lqnguage l woukd be able yo interpeete | Other_About | Responsibility_Nature_Express | Disagree_Likert | They are a habitatbfor anaimals | Disagree_Likert | There us nothing | Strongly_Agree_Likert | They havr been accepted bybthe leaders because they alwys advise us | Harvesting_Period_Norms | Agree_Likert | No answer | Disagree_Likert | There is nothing | Disagree_Likert | Undecided_Likert | We do not have | Nature_Protection_Purpose | Agree_Likert | Material_Connection | They are a source of livelihood | 3to4Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | They are a source of income | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | The cutting trees for charcoal requires a huge land as compared to a farm which will be only one partition of land | Wetlands_Dependent | Water is life | Agree_Likert | So that we see them howbtheyvarev working | Disagree_Likert | No answer | Undecided_Likert | No answer | Agree_Likert | No answer | Disagree_Likert | No answer | Undecided_Likert | No answr | Agree_Likert | Agree_Likert | Agree_Likert | Other_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Agree_Likert | We have been money for the goatvrpoject | Strongly_Disagree_Likert | No answer | Strongly_Disagree_Likert | No answer | Strongly_Disagree_Likert | No answr | Agree_Likert | We have to make agree so asbto orotect the envitonment | 8/13/2024 2:52:56 AM | n.namatama_ioer | 12/1/2024 8:40:37 PM | n.namatama_ioer | NaN | Goat rearing | NaN | NaN | NaN | NaN | NaN | NaN | Government departments | NaN | 33.325991 | -10.113159 |
| 44 | 45 | 0c588ba1-1b92-46f0-af68-6d22cf2b85a6 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/12/2024 11:08:55 AM | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | Lessthan10People_Many | Undecided_Likert | Not applicable | Agree_Likert | Ni answer | Agree_Likert | They do not vissit us frontime to time | Ward_Development_Committee_Conflict | Agree_Likert | Rhere are only vikagevheadmeb that advuse | Agree_Likert | So that they can help usnin future for the future genration | Agree_Likert | There is nothing | Agree_Likert | No answer | Agree_Likert | When we are advused we can keep orbprotect the environment | Disagree_Likert | We cannot access thev information due to lack of radios andbtelevisions | Other_About | Care_Nature_Express | Agree_Likert | If the givwrnment woukd help us then we wouod do it | Agree_Likert | It isbfor the orotectionnif the environennt | Agree_Likert | In our area we ibey the traditionalnauthroty as well as the leaders | Pastoralism_Norms,Burning_Bush_Norms | Agree_Likert | Throught thevgovernemnt it can change | Disagree_Likert | There is nothinhg | Disagree_Likert | Agree_Likert | Sometimes we discuss locally how the animals are going to be looked after | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | So that the government can support us in turn we protect the environment | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The small biodiversity are destroyed by fire | Wetlands_Dependent | Water is life | Agree_Likert | They invoationbsuch as ccokingvstoves canbreduce deforrstaion | Disagree_Likert | We need to bebtaught how to protectvtheb environment | Agree_Likert | We cannchange thembifbtheybtake usbtowards protectingvthe environment | Agree_Likert | We attendwdbthe neetingbwith leadingbto discvuss diffrent issues | Strongly_Disagree_Likert | There is nothing | Disagree_Likert | We do not use those things | Agree_Likert | Agree_Likert | Disagree_Likert | NaN | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Disagree_Likert | We do not have support | Strongly_Disagree_Likert | They are protected by the givernent | Strongly_Disagree_Likert | They are protectrd by the governemnt | Strongly_Disagree_Likert | They are protected by the givwrnemnt | Agree_Likert | If there is an agreement the protection of the envoronement isvwffective | 8/13/2024 2:53:02 AM | n.namatama_ioer | 12/1/2024 3:26:50 PM | n.namatama_ioer | NaN | Goat rearing | NaN | NaN | NaN | NaN | NaN | NaN | Phone using meassages or wattsup | NaN | 33.318159 | -10.125207 |
| 45 | 46 | b2232f0d-b2b8-4138-a697-9c6c4830b460 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/12/2024 11:45:00 AM | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Undecided_Likert | Not applicable | Strongly_Agree_Likert | We can do it so that the environtmwntbandbtres can be protected | Agree_Likert | The differentv institution they akways explain the importance of protecting the environment | Traditional_Authority_Conflict | Agree_Likert | The government extebsion ofgicer and the rradition authorityvexplain the imoirtance of the environment to human kind | Agree_Likert | I woukd like the lessons help us to how to protect the environment so that thevfuturevgeneration canbbenefitbfrom it | Disagree_Likert | There are no leson but onlybsentisations | Agree_Likert | The laws comes form the central goverent | Strongly_Agree_Likert | If we cut the tree the source of water woukd be diturbed as well as the animals that reside in the forrst will lack habitatats | Agree_Likert | We are not that learnt but we just hear about tem | Other_About | Responsibility_Nature_Express | Disagree_Likert | There are peopke who were keeping the environment a long time ago thus the currentbgenration shoukd keep it for the future genration | Agree_Likert | In our vilkage it is forbidden to cut btrees | Agree_Likert | The environment is beeing procted by the the leaders as well as the community | Harvesting_Period_Norms | Agree_Likert | The forest departmentbhas forbiden us from burningbthe bush as well as cuutingbdown trees | Disagree_Likert | We do not have any traditional practices but it is only the government that guides us on what we should do | Undecided_Likert | Disagree_Likert | We do not have anything | Other_Purpose | Strongly_Disagree_Likert | Material_Connection | Somehow but more to protect them | 5to6Years_Long | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | I only use domesticated animals | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | Burning destroys the trees | Wetlands_Dependent | Water is life | Agree_Likert | They help reduces distruction to tge environment | Disagree_Likert | We need to be taught what to do to in protecting the environment | Disagree_Likert | I will stick to the natural resources being keptvwell | Strongly_Agree_Likert | Theyvteach us to keeo the envurobent and we follow them | Disagree_Likert | There is nothing | Agree_Likert | No anseer | Agree_Likert | Agree_Likert | Disagree_Likert | Community_Radio_Receive | NaN | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Agree_Likert | We do not have much money but we just calutivate | Strongly_Disagree_Likert | Theyvarevptotected by thr governemnt | Strongly_Disagree_Likert | Protectwd | Strongly_Disagree_Likert | Protected | Agree_Likert | The aggrement help because the informationbis passed throught the whoke communuty | 8/13/2024 2:53:11 AM | n.namatama_ioer | 12/8/2024 7:45:23 PM | n.namatama_ioer | NaN | Goat rearing | NaN | NaN | For sources of income through tourism | NaN | NaN | NaN | NaN | NaN | 33.318180 | -10.125235 |
| 46 | 47 | 6d241b40-a23a-4257-bbfe-31647918530f | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/12/2024 12:31:55 PM | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Undecided_Likert | Nit applicable | Strongly_Agree_Likert | We have been taught hiw to lookbafter goat thus we can do it ownnour won | Strongly_Agree_Likert | They cannot be changed because theyvare pritecting a lot of things | Traditional_Authority_Conflict | Strongly_Agree_Likert | Tge vikage heademen as well as in the churches they give us advise | Strongly_Agree_Likert | The lessons would assist us howbto rpitectvthe environent | Disagree_Likert | There is nothing | Disagree_Likert | There is nothing | Strongly_Agree_Likert | They help us to lok after the trees which bringvfreshvair | Agree_Likert | We justvhear about it but we have never beenntaught avout it | Other_About | Responsibility_Nature_Express | Agree_Likert | They way we protect the environent can be changedb in reagrds to climate change | Agree_Likert | The belief that if we cut tres the animals in the bush will go away | Agree_Likert | Ifbwe are taught not to cut the rrees we follow whtvthey say due tobrespectbwebhavebforn them | Food_Taboos_Norms | Agree_Likert | They can be cahnged if we learn a lot | Agree_Likert | There are rules that are made which are customary practices that should be followed | Agree_Likert | Agree_Likert | We always follow the laws that are taught to us | Nature_Protection_Purpose | Agree_Likert | Material_Connection | They help in a lot of things such as the air we breath | 5to6Years_Long | Disagree_Likert | Agree_Likert | Agree_Likert | If there are people who are teaching you there are new things that you learn | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The fire burns the trees and it leads them to dry | Forest_Dependent | No answer | Strongly_Agree_Likert | No answer | Disagree_Likert | We need lesson | Agree_Likert | As longvas we are taught | Agree_Likert | Wevalways followb whatb ourvleaders tell as well as the tradirinal authotity | Disagree_Likert | Therevis norhing | Agree_Likert | The practicrs of longbago werev better than the curebt ones | Agree_Likert | Agree_Likert | Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Disagree_Likert | We would like to have money and ifbthere is any help to be happybto have it | Strongly_Disagree_Likert | We do not have the rights | Strongly_Disagree_Likert | We do not have license | Strongly_Disagree_Likert | Protectd by governwmnt | Agree_Likert | If there is no agreemebt then we cannit work along as well as we nedd knowledhe from them | 8/13/2024 2:53:21 AM | n.namatama_ioer | 12/8/2024 7:41:48 PM | n.namatama_ioer | NaN | Goat rearing | NaN | NaN | NaN | NaN | NaN | NaN | Through word of mouth | NaN | 33.318542 | -10.124886 |
| 47 | 48 | d1c2d8c9-9e8b-4e6b-9b0e-386fd0871935 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/12/2024 2:44:00 PM | Ntonga ward | Muwalule conservation club | Piggery rearing and bee keeping | 8to12Lima_Size | TRALARD_LNM | yes | Lessthan10People_Many | Agree_Likert | There peooke who are active whike others are not | Strongly_Agree_Likert | It started as a conservation club and tralard justvcome into been | Agree_Likert | There is need fot imorovemnt andbthey shoukd train local people and if tgere no allowances offixesr cannot work but the community canndi it | Ourselves_Conflict | Agree_Likert | They only come when they have alloeances in the loacal community if there are no allowancrsbtge ofgicere do not shown up people | Strongly_Agree_Likert | It can lead tibprotectionnif the environentnif we learn how ti protect the through the knowledge of nit cuttingbtres near thebrivers | Agree_Likert | Tehre are senstisations that are caaried out by forest and sgrivukture | Agree_Likert | We contribute mikketvevery yera milletbto the chief thus where will we cuktivate mikket if we do not cut down the trees | Agree_Likert | The impact is seen through thungs that are happeningb and laws cannprevent distruction to the environemnt | Agree_Likert | It helpsbplan onnhow to plant croos with infoemation for rainfall | Animal_Rearing_About | Responsibility_Nature_Express | Agree_Likert | We the trees are kept well the environent and it natural woukd be sustainbaly managed | Agree_Likert | There arwvscarid palce where people arevnot allowed to cut themm as well as fruit bearing tree the traditional authority does not allow anyonebto cut them down | Disagree_Likert | Sometimes when you report thebcutting of down tree theirbis noacyion taken bybthe higeher authorities | Burning_Bush_Norms,Harvesting_Period_Norms,Food_Taboos_Norms | Agree_Likert | The periid of burning can be changed especially shiftinhhbyo early burninh | Agree_Likert | There are places that they do not allow cutting trees as well as cutting down fruit bearing trees | Disagree_Likert | Disagree_Likert | We do not do it | Nature_Protection_Purpose | Agree_Likert | Material_Connection | They protect us for instance trees protect from wind and they bring fresh air as well as prevent rivers from drying | 3to4Years_Long | Disagree_Likert | Disagree_Likert | Agree_Likert | Some things are difficult to look after for instance honey from bee or mushrooms which may be difficult to find | Disagree_Likert | Agree_Likert | NaN | Strongly_Disagree_Likert | Agree_Likert | Land_Agriculture | The people cutting huge chucks of land for cultivation of crops | Agriculture_Areas_Dependent | That is where crops and income comes from | Agree_Likert | There wasca project innwhcih some peope had ccokingbstove made thatbuse d very little wood to cooknfood | Agree_Likert | We have have knowlegeb onnhow tonprtectbthe environment | Disagree_Likert | We kniw the bad and thebgiod reasons of sustanbly managingbthe environment | Agree_Likert | There is no increase beacuse they do not understance us | Agree_Likert | Twhre is nothing | Agree_Likert | NaN | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Community_Radio_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge,Other_GetKnowledge | Agree_Likert | Agree_Likert | We have little moneybjust for a livinh | Strongly_Disagree_Likert | Unles withba license | Strongly_Disagree_Likert | Licnse | Strongly_Disagree_Likert | Linsece | Strongly_Agree_Likert | If there is an agreementbwith principlesvattched then the environment can be protect3d or implemented sistainably | 8/13/2024 2:53:27 AM | n.namatama_ioer | 12/8/2024 5:28:57 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Tehre was an organisation ASP and Conseravtion agriculturr scaling up thatbusedbtontrain us | 0.000000 | 0.000000 |
| 48 | 49 | 30f66dff-a863-46f1-80b2-f5744e76de70 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/12/2024 3:16:26 PM | Ntonga ward | Nachipuzi woenen club | Goat rearingwe | 4to8Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Agree_Likert | NaN | Agree_Likert | We are a grouo so we can be able to do it | Agree_Likert | In our grouo we can do it but in the other gropis i do mot know it it is possible | Ourselves_Conflict | Agree_Likert | We are taught only once thus we ned to learn more | NaN | NaN | NaN | NaN | Agree_Likert | Their is a contravtion of takning mikket to the chiefs | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Agree_Likert | Agree_Likert | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Agree_Likert | Disagree_Likert | Disagree_Likert | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 8/13/2024 2:53:31 AM | n.namatama_ioer | 11/30/2024 10:53:16 AM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.000000 | 0.000000 |
| 49 | 50 | 5ff57855-7b9f-4635-9dcb-c33c66c229ce | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/14/2024 7:04:00 AM | Chitimbwa ward | Nkalandu | Chicken rearing and gardening | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Agree_Likert | We work togather within our selves and we hope in the government | Agree_Likert | We have seen that if wr distroy the environemnt wr cannot have good air | Strongly_Disagree_Likert | Even if they structures are not working that well but thry still contributr to ensuring thay the work is done | Ward_Development_Committee_Conflict | Strongly_Agree_Likert | There are governemnt officrsr that come to assit us in oir work. Tgere are also lead farmers in the ares that asist us in the projext | Strongly_Agree_Likert | It is important to lean more than what i currently so help in the orotectionnof tje environment | Agree_Likert | There lessons from agriculture and forest | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | If there there are no lws the biodiveristy and environment van be distroyed | Agree_Likert | If they are written in a language which is easy like local language | Animal_Rearing_About | Responsibility_Nature_Express,Solidarity_Nature_Express,Care_Nature_Express | Strongly_Agree_Likert | He cammot change because thats what is wriitten in thr bible that God does not wwnt people whobdistroy the environment | Agree_Likert | The beliefs of longvago id that peoplr were given to cut trees inbcertain places by traditional authoritirs | Agree_Likert | We always follow what thr leadrrs trlll us to do | Harvesting_Period_Norms,Food_Taboos_Norms,Burning_Bush_Norms | Agree_Likert | It only the burning of bush that can be change thr others cannot be changed. The harvesting period is fixed to the time when they arev ready | Agree_Likert | If there is no protection of the environment the resources can be depleted | Disagree_Likert | Agree_Likert | We can destroy the environment if there are no customary practices | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | If it is the protected resources we can change | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | When burning there are a lot of things like snakes, houses and other important biodiversity that are destroyed | Agriculture_Areas_Dependent | Thats were we get food that we eat | Strongly_Agree_Likert | Theyv can hrlp usvl in our livelihoods | Disagree_Likert | unless we arevtaught | Agree_Likert | NaN | Strongly_Agree_Likert | We always discuss what ever we do inour coperatioves as well as tgr traditional leadrrs know what we do | Strongly_Disagree_Likert | There is nothing | Agree_Likert | There are no such things a lot of natural respurces cwn getvdostroyed | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Agree_Likert | We normalyy have but not much | Strongly_Disagree_Likert | The arecis protected | Strongly_Disagree_Likert | They are protecd | Strongly_Disagree_Likert | They are protecd | Strongly_Agree_Likert | If tgere is not agreement there woukd be distructiinnof the environment throughb chaocaol ptoduxtion or other vices | 8/14/2024 9:03:00 PM | n.namatama_ioer | 12/1/2024 6:11:14 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Phones and letters | NaN | 30.867899 | -8.876599 |
| 50 | 51 | b700ed83-2dbc-4bb2-87e8-374374c2e5ed | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/14/2024 7:56:34 AM | Chitimbwa ward | Kampemba cooerativ | Chiecken and gardening | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Agree_Likert | We work togather | Strongly_Agree_Likert | They provide honey and thats the reason we can it as well as havingbdiffreny helo | Agree_Likert | Some institutions that do not provide adquatr protection which i cankot mention here | Traditional_Authority_Conflict | Disagree_Likert | There is nothing | Strongly_Agree_Likert | They bring developemnr in our lifes thus we need to learn about them | Agree_Likert | I only had leseon on hoe to orotect the tres | Disagree_Likert | The kaws are the same but oeople do not just foloow them | Strongly_Agree_Likert | They kaws are importabt to protect the environment so that the future generation can see them as well | Disagree_Likert | We do not not receive the information | Animal_Rearing_About | Care_Nature_Express | Agree_Likert | The environemnt can be distroyed | Agree_Likert | The peiple folkow whwtv the traditionwl authority say like if it time to make road every does it | Disagree_Likert | We have not accepted things like that | Harvesting_Period_Norms | Agree_Likert | If there there anytging that can lead us make as well as a reason for it | Disagree_Likert | There is nothing | Disagree_Likert | Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Lessthan2Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | We do not use them | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | That is the source of livelihood | Agriculture_Areas_Dependent | Source of livelihood | Strongly_Agree_Likert | They will bring developent to the area | Agree_Likert | We knowbvery little thats the reason people distroyvthe environennt | Agree_Likert | NaN | Agree_Likert | What is brought we accept thus thev growth | Strongly_Disagree_Likert | There is nothing | Agree_Likert | The old one was better | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | We have but it is just gor domestic use at home | Strongly_Disagree_Likert | They are are protected | Strongly_Disagree_Likert | We dp not have right | Strongly_Disagree_Likert | We do not have rights | Strongly_Agree_Likert | Some peole may not what to make an agreemnet in the local communiity while other s woukd want to | 8/14/2024 9:03:07 PM | n.namatama_ioer | 12/1/2024 3:33:00 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through phones or word of mouth | NaN | 30.870721 | -8.876552 |
| 51 | 52 | 611246ea-040b-4f32-9bf1-ff48897e94e7 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/14/2024 8:50:15 AM | Chitimbwa ward | Izuka coper | Pog rearing | 12to16Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Agree_Likert | Some peole have left the grouo we wete many | Strongly_Agree_Likert | We have been working on tge tralard proted thus we can continue | Strongly_Agree_Likert | We always have meetinvvwith them so they are fine | Ward_Development_Committee_Conflict | Agree_Likert | The traditional leaders | Strongly_Agree_Likert | The tree help to have water and rainfall ass well as drying ofvwater if cut down the tres | Strongly_Agree_Likert | The extensionnoffices from government as well as traditional leaders teach us | Strongly_Disagree_Likert | They are the same and we are always sentised abouy it | Strongly_Agree_Likert | It is beacusr the matural resourcrsbit is us the communitybtahtvlokk aftef them | Agree_Likert | They are import to use in the planning | Animal_Rearing_About | Care_Nature_Express | Disagree_Likert | Thats how we hqve been brought up yo care of the environment | Strongly_Agree_Likert | We always follow what the cheifs or traditional autjority say iif wr disbey them we have comkited a crime | Agree_Likert | The government is the one that take care of us | Food_Taboos_Norms | Strongly_Disagree_Likert | We cannot cahnge some customary practicrs because we the communitybhave to lokk after the chief thus we have to give the chief part of our harvest | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Undecided_Likert | There is nothing or traditional practices because long time it was the duty of the traditional authority but now it is the government responsibility | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Disagree_Likert | Agree_Likert | As long as there is help from the government | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | Thats is the source of food crops | Wetlands_Dependent | Life is water | Strongly_Agree_Likert | We do not have such innivationbthusbwe can accept such kindnof things | Disagree_Likert | Unless we are tought how to do it | Agree_Likert | NaN | Agree_Likert | When collaraborate we exchangevideas and knowledge | Strongly_Disagree_Likert | Thwre is nothing | Strongly_Agree_Likert | At tge momnet we have a lot of rainfall | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Disagree_Likert | We do notvhave | Strongly_Disagree_Likert | Thatv is prooertyvof the government | Strongly_Disagree_Likert | Thats is property of the govetnment | Strongly_Disagree_Likert | Prooerty of the government | Strongly_Agree_Likert | Am a headman thus what ever cone from the traditiknal authorityvi teache the community | 8/14/2024 9:03:13 PM | n.namatama_ioer | 12/1/2024 8:13:01 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Phone calls | NaN | 30.860684 | -8.873191 |
| 52 | 53 | a3fc4745-8f72-4737-8641-d7dd10b970ea | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/14/2024 10:13:29 AM | Chitimbwa ward | Chammwisanza | Pigg rearing | 4to8Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | We take care if the piggsvtogather | Strongly_Agree_Likert | We have beennworking togather thus we can doniy | Undecided_Likert | I do not know | Traditional_Authority_Conflict | Agree_Likert | The peole from tralardvcome to teach us | Agree_Likert | So thag that we know hiw to protect the environment | Strongly_Agree_Likert | We have not have any lesseons apart fromhow to look aftet pigs | Strongly_Disagree_Likert | Tgere is nithing | Strongly_Disagree_Likert | Because some laws might be a hinderarnce to me becausr i would do the oppsiste | Strongly_Disagree_Likert | Ni answer | Animal_Rearing_About | Care_Nature_Express | Disagree_Likert | The natural resources can be distriyed | Strongly_Disagree_Likert | It cannot happen | Disagree_Likert | They have not done it | Burning_Bush_Norms | Strongly_Disagree_Likert | Burning cannit be changed | Strongly_Disagree_Likert | There is nothing, the SES are looked after the game park officers or officers mandated to do so | Disagree_Likert | Disagree_Likert | NaN | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 3to4Years_Long | Disagree_Likert | Agree_Likert | Agree_Likert | So that that we can do farming | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | Wood_Extraction | Because people are just cutting the trees anyhow | Wetlands_Dependent | Water is life for evryone to drink | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 8/14/2024 9:03:22 PM | n.namatama_ioer | 12/8/2024 6:02:55 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 30.806530 | -8.865453 |
| 53 | 54 | bdc7fc9a-9e61-4bea-8414-a734e3860900 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | no | 8/14/2024 11:44:59 AM | Chitimbwa ward | Chitimbwa woemenn club | Goat rearing | 4to8Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Agree_Likert | We are yogather in thr copperativr | Strongly_Agree_Likert | Igbthere are things comingbin futurr thennwe makr a plan of how to work | Strongly_Agree_Likert | Because there are thing that are being done thatvwe see such as protection of the trees | Central_Government_Conflict | Strongly_Agree_Likert | The forest department as well as the traditiobal leaders such as headment | Strongly_Agree_Likert | If the tree are cut down thevrains also reducesthere | Agree_Likert | There peoplebwhoncome to teach as such as agricukture | Disagree_Likert | NaN | Strongly_Agree_Likert | No answer | Strongly_Agree_Likert | No answer | Animal_Rearing_About | Solidarity_Nature_Express | Disagree_Likert | NaN | NaN | NaN | Agree_Likert | When yhe government say anythingbwe follwoe | NaN | NaN | NaN | Agree_Likert | There is no cutting of trees anyhow | Disagree_Likert | Disagree_Likert | We do not include | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | The project we have can help us improve our livelihoods | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | The cutting of trees for charcoal finishes trees than others | Agriculture_Areas_Dependent | That were our income and food crops come from | Agree_Likert | We cann acceptvanything thay comes and it is because thatvwhatvis avaikable | Disagree_Likert | Unless we are taught | NaN | NaN | Agree_Likert | Becaue they halp and inform us on whstvis come interms of develolment | Disagree_Likert | We hwve not been taight | Agree_Likert | NaN | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Community_Radio_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | NaN | Agree_Likert | There are peoele whobare given loand | Strongly_Disagree_Likert | Theyv are protected bt the goverent | Strongly_Disagree_Likert | Protected by the govetnment | Strongly_Disagree_Likert | Protectwd by the governent | Agree_Likert | Because we see how the givenet protectvthe anomalsnin thr forrst | 8/14/2024 9:03:30 PM | n.namatama_ioer | 12/1/2024 6:12:55 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 30.850065 | -8.845818 |
| 54 | 55 | c47e3e70-66a9-4bb7-915c-0642dc98e137 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/14/2024 12:28:00 PM | Chitimbwa ward | Mookeleni Coooeeative | Piig rearing | 4to8Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Strongly_Agree_Likert | We work andbthere peole whob buy carbin from thebtre | Agree_Likert | No answer | Disagree_Likert | They arev protectingvthe tres and yhe rainfall is fone comparedvto other regins | Traditional_Authority_Conflict | Agree_Likert | The peipel from the givernment department we know | Agree_Likert | We know how to keeondomesticatedv animals and we can add some more onowledgeb | Strongly_Agree_Likert | We had lessonsnthree time from tbe time of tje project | Strongly_Agree_Likert | There is nothing | Strongly_Agree_Likert | So that i learn more | Strongly_Agree_Likert | We aleays do that | Animal_Rearing_About | Care_Nature_Express | Disagree_Likert | We cannot change | Disagree_Likert | There is nothing | Strongly_Agree_Likert | That the work we do of protection tbe environmwnt | Burning_Bush_Norms | Agree_Likert | We have learned so it can be changed | Disagree_Likert | There is nothing | Disagree_Likert | NaN | There is nothing | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Disagree_Likert | Disagree_Likert | There are things of just learning more in what we are already doing | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Land_Agriculture | NaN | Forest_Dependent | Where there are trees it rains much as well as the soil is fertile | Agree_Likert | They bring develipment | Disagree_Likert | We do not know and they have oeopke who take care of them | NaN | NaN | Strongly_Agree_Likert | We are akways togather and changing our waysbof living | Strongly_Disagree_Likert | Tehre is nothing | Strongly_Agree_Likert | Ni answer | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Disagree_Likert | We do not have | Strongly_Disagree_Likert | Unless wu5h a license | Strongly_Disagree_Likert | Unles with a license | Strongly_Disagree_Likert | Unles with a license | Strongly_Agree_Likert | When we all in agre we alqays work togather as group | 8/14/2024 9:03:37 PM | n.namatama_ioer | 12/8/2024 6:16:09 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Word of mouth | NaN | 30.858927 | -8.850435 |
| 55 | 56 | 0fb72a12-bb6b-46c8-bd82-a87593242a92 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/14/2024 1:13:00 PM | Chitimbwa ward | Mikango coperrati | Pig rearing | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Agree_Likert | We work togather in the whole group | Agree_Likert | We can pkan a palne to look after the teees | Agree_Likert | The institutions work well like if there was forest the trees woukd be distryed | Central_Government_Conflict,Traditional_Authority_Conflict | Strongly_Agree_Likert | Teh foresr department helps to protect the environment. There is also carbon trade that is ben sentised in te area | Agree_Likert | Whwn we learn we cannprotect the environent well | Agree_Likert | The the green econmy taught us onnprotection the tree to have more carbon | Disagree_Likert | They are the same | Agree_Likert | So that the biodiversity and envirobment can be sustaible protected | Agree_Likert | We are able to follow after we have lessonfrom tralard | Animal_Rearing_About | Care_Nature_Express | Disagree_Likert | When we stop the things given by then climate cahnge woukd be felt | Agree_Likert | The peole who from the traditiinal shoukd contribute for toatl protection | Strongly_Agree_Likert | If we do not protect the envirinment they can be distroued | Harvesting_Period_Norms,Burning_Bush_Norms | Agree_Likert | The burning of the bush is not allowed but it isbjust thenpeole whi do kot just adhear to tbelaws | Agree_Likert | They teach us to protect the environment through preventing Chitemene system | Disagree_Likert | Disagree_Likert | NaN | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | Lessthan2Years_Long | Agree_Likert | Disagree_Likert | Disagree_Likert | NaN | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The burning destroys the fertility of the soil | Wetlands_Dependent | Water is life | Strongly_Agree_Likert | So thag we do not distroy the natural environemt | Agree_Likert | Throught training from firsest by making burning gards for forest and we woukd need more knowledge | NaN | NaN | Agree_Likert | Thoae thatvdo not have inyerst we always persuadebthem to take part in protecting the envirinment | Strongly_Disagree_Likert | Thete is nothing | Agree_Likert | We contiunue to hiwb the weather is do that we protect the environment to orevent climate change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | Throught farming it is the only we have money | Strongly_Disagree_Likert | Tehy arevprotected by the givernment | Strongly_Disagree_Likert | Protected | Strongly_Disagree_Likert | Protected | Strongly_Agree_Likert | The agreement makes the protection go well in the magement of the natural resourecesvif their is an agreement | 8/14/2024 9:03:40 PM | n.namatama_ioer | 12/8/2024 7:42:26 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Word of mouth | NaN | 30.860329 | -8.852025 |
| 56 | 57 | 56022b3b-ce05-4aeb-8d9c-28786dfdb9a2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/20/2024 9:06:49 AM | Makuya ward | Kanyamisouv cfmg | Forest and behives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Agree_Likert | The commi g of the programme has brought development in the area hence the com unity working togather | Strongly_Agree_Likert | We can do it because the protection of trees brings revenue from people who may come to buy carbpm monoxide | Strongly_Agree_Likert | From the time the projected started we seeing wealth in them that would help the vuture generation | Ourselves_Conflict | Strongly_Agree_Likert | People from agri ulture and west lunga and TNC always traing us to look after behivees abd the forest. Thr headmen also act as champions in our ommunity | Strongly_Agree_Likert | The new knowledge is important for more know jow to keep the forest | Strongly_Agree_Likert | Lessons from GEF 7, TNC and west lungs | Disagree_Likert | The laws arr the same | Strongly_Agree_Likert | All our energy is into protecting thr environment and the natural resources | Strongly_Agree_Likert | We are told what the invormation anf understand it anf it helps us in thr way we live | Other_About | Solidarity_Nature_Express | Strongly_Agree_Likert | Way back we used to distroy the trees buy now we are protect8ng vor furture generation | Strongly_Agree_Likert | The chief ahs a law that we are not supposed to diztry the environment or the trees | Strongly_Agree_Likert | We arr open to learning because we are hoping to have resour es in future from the tress | Harvesting_Period_Norms | Strongly_Agree_Likert | They cqnnoy be changed because they foolow a specific time period | Strongly_Agree_Likert | We always teach people or community on how to protect the environment | NaN | Strongly_Agree_Likert | They cannot be changed because we would like to have the environment protected for our generation to see them in future | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | Thats where we get honey from the bees hive for us to have a lot of money | 3to4Years_Long | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | We can change the ways of depending on cutting tree so that we focus on producing honey for our livelihoods | Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | NaN | Agriculture_Areas_Dependent | Thats were we get foods crops for our survival | Undecided_Likert | NaN | Strongly_Agree_Likert | Because we are are keeping the trees oursselfs | NaN | NaN | Strongly_Agree_Likert | Because the cpmmunity members of over 600 people are working togather to protect the environment | Strongly_Agree_Likert | There is nothing | NaN | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | we do not uave | Strongly_Disagree_Likert | We have a protect to protect the animals than to distoy themwe | Strongly_Disagree_Likert | We are protecting | Strongly_Disagree_Likert | We are protect8ng | Strongly_Agree_Likert | When qe make an agrement we always follow it so that the nature is proted | 8/24/2024 5:55:31 AM | n.namatama_ioer | 12/1/2024 1:04:53 PM | n.namatama_ioer | NaN | Forest and beehives | NaN | NaN | NaN | NaN | NaN | NaN | It is through meetings | NaN | 25.019525 | -12.386759 |
| 57 | 58 | 25d6dcef-24ad-46fe-a732-7eb448feb8ab | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/20/2024 10:33:36 AM | Makuya ward | Makuya CFMG | Natural and behovees | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Agree_Likert | We have meetings that makes it a strong collaborratio | Strongly_Agree_Likert | We have been educated to the importance of the forest and it is our natural resources thus we need to protect them | Disagree_Likert | The ZAWA are identified by the local commu ity who are sent for training who come back to protect the raea. Three local peole were tained for nine month as ZAWA officers to protect the CFMG as as well as three honery officers that are ptotecting the areas | Ourselves_Conflict | Strongly_Agree_Likert | There are some who were trained by west lunga organisation on how yo manage the beehivees for a period of two weeks | Strongly_Agree_Likert | Because k owledge does not end it iw all about adding to it. We have a close in the constitution ov the Cfmg for scholarships of 20% from the carbon sale | Undecided_Likert | Some tra8ning from wet lunga experts was done to protect fore burning as well as to protect the forst through honery forest oficers | Strongly_Disagree_Likert | There is noth8ng | Strongly_Agree_Likert | Because any thing can be changed and we do not have to stick to one thing | Strongly_Agree_Likert | There information that we use su h as putting sugar neer the beehives yo attact them as weel as for their more production ov heney | Honey_production_About | Care_Nature_Express | Strongly_Agree_Likert | The knowledge would br cuanged from time to time or from generation to generation | Strongly_Disagree_Likert | There is nithing | Strongly_Agree_Likert | For instance the carbon trade, the senior headman would be given 2% while the chief 5% of the sale evrytime | Fishing_Norms,Harvesting_Period_Norms | Strongly_Disagree_Likert | Preiciously the was no fish burn but it was 8nyoroduced to increase them in number and size | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Agree_Likert | Previously people used to cut trees anyhow but now there is change | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | We have a knowledge that makes us act in the certain way currently and in future we might have new knowledge that would make us act in a different way from the initial one | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Land_Agriculture | That the reason we were told to start doing conservation farming which entails farming in the same locality | NaN | NaN | Strongly_Agree_Likert | There are projects such as carben trade and making of mashrooms from maize cobs tha have been accepted in our area | Strongly_Agree_Likert | There are factories that are beeing constructwd such as honey factory | Strongly_Agree_Likert | The project has enaged different department such forests and agriculture in the mqnagement of the cfmgs | Strongly_Agree_Likert | We are working togather with each other | Strongly_Disagree_Likert | There is nothong | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Other_Receive | Agree_Likert | Other_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | We have info4mation that woon we will have a training on how to access loans | Strongly_Agree_Likert | Unlles with a permit and withouy it you can be geiled | NaN | NaN | Strongly_Agree_Likert | With permit | Strongly_Agree_Likert | We have a certificate of aggreement that was present to the cfmg to carry ojt the acctivities | 8/24/2024 5:55:39 AM | n.namatama_ioer | 12/8/2024 6:57:41 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through meeting and phone calls | Exchange visits to other CFMG like a month age we went to Kasempa to exchange visit | 24.994702 | -12.403117 |
| 58 | 59 | f1dabb1d-0a25-47f2-a0b1-caeaecfda728 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/20/2024 12:11:11 PM | Makuya ward | Kewundu CFMG | Beehavies and trees | NotApplicable_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Agree_Likert | Because we work togather with the commu ity | Strongly_Agree_Likert | We are are united in doi g the work of managing the vorest area | Agree_Likert | They are working very well thus no need yo change the stru tures | Ourselves_Conflict | Strongly_Agree_Likert | There are field extension officers that tfain thr executive as well as the community | Disagree_Likert | We are trained well thus we cannot discard the old becquse we do not k ow the new things coming through | Strongly_Agree_Likert | The honery offices ard traoned to protect the forest who arr 3 number for 1 month | Strongly_Disagree_Likert | There are no diffrencies | Strongly_Agree_Likert | Iif they are assist us in the management as long as they are good ones | Strongly_Agree_Likert | Late burn8ng is nit alllowed2 so qs to jave enough flowrts for bees to make honey also fresh air from the trees | Honey_production_About | Responsibility_Nature_Express | Strongly_Agree_Likert | Thd produ ts in the forst cqn be distroyed if the the values qre changed. | Strongly_Agree_Likert | There is medical anc honey beer | Strongly_Agree_Likert | When we started we wrote a propsal of what we have in pur forest area | Harvesting_Period_Norms,Pastoralism_Norms,Fishing_Norms | Strongly_Disagree_Likert | They cannot be changed - the animal are dostru tion to crops unless theh are fenced | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Strongly_Agree_Likert | Agree_Likert | We are earning from natural resources so that we can develop | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | Chitemene systems and burning have been disallowed | Agriculture_Areas_Dependent | Each and every individual depend on agriculture land | Strongly_Agree_Likert | We qccept kind of traihhk | Strongly_Agree_Likert | The givernm3nt is our moyhrt | Undecided_Likert | NaN | Agree_Likert | NaN | Strongly_Agree_Likert | We are exchanging ideas with mwekeral university whefe we took honerary ofgicers | Strongly_Agree_Likert | It is npr all, thr fqmers rja hwvw the abbility to interprete | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Other_Receive | Agree_Likert | LocalAuthority_GetKnowledge | Disagree_Likert | Strongly_Disagree_Likert | We fo not have mony | NaN | We havr rhe rsid crŕ | Strongly_Disagree_Likert | If thrrt sye pefmiitec | Disagree_Likert | Prote tec | Strongly_Agree_Likert | Governmner has h9vdn powerr | 8/24/2024 5:55:47 AM | n.namatama_ioer | 12/8/2024 7:45:49 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Phones | NaN | 24.979484 | -12.408054 |
| 59 | 60 | 5667f570-c143-4b39-912a-9e001c45cb14 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/20/2024 3:24:00 PM | Makuya ward | Kimba cfmg | Fiorse qnd behives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Agree_Likert | When we call vor meeting all come and we share staks | Strongly_Agree_Likert | When we gather togather we are able to plan and negotiate what we want to do in our commu ity | Strongly_Agree_Likert | We are seeing what is happening and it is being done by thd various i stitutuional strugures | Ourselves_Conflict | Strongly_Agree_Likert | There are leaders who give advise su h as thos who work from Gef 7, west lunga a | Strongly_Agree_Likert | We are seeing that the knowlege is changing from time time | Agree_Likert | Some training on management plan has bden done | Strongly_Disagree_Likert | There is no contraction | Agree_Likert | The new policies can guide in runing the cfmg properly | Strongly_Agree_Likert | It help us know what we should do in the management of the forest | Other_About | Responsibility_Nature_Express | NaN | NaN | Agree_Likert | We are the ones who ard looking after the project thus we can include the ultural axpects | Agree_Likert | The views have been implemented in the community management | NaN | NaN | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Agree_Likert | The cultural aspects are considered because they are within the CFMG | NaN | Agree_Likert | Material_Connection | NaN | 7to8Years_Long | Agree_Likert | Disagree_Likert | Agree_Likert | The change is easier because it is depent on the people and it can be easily changed | Agree_Likert | Disagree_Likert | Agree_Likert | NaN | Agree_Likert | Uncontrolled_Fires,Land_Agriculture | It is the main purpose we do for our livelihood | Forest_Dependent | NaN | Agree_Likert | It comes with ig benefits su h as seeling carbon to the community | NaN | NaN | NaN | NaN | Agree_Likert | We have many stakeholders that we are enganging with in the mangement of the environment such as west lunga, tcn et | Disagree_Likert | We have never done it but in future it will be done | Agree_Likert | The invormation is beening lookede for management of the cfmg | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Agree_Likert | For now it is not possible but in future we will do it | Strongly_Disagree_Likert | It is not allowed to do it | Strongly_Disagree_Likert | It is not allowed | Strongly_Disagree_Likert | It is not allowed | Strongly_Agree_Likert | It is in place that is followed to implementation ov the project | 8/24/2024 5:55:54 AM | n.namatama_ioer | 12/1/2024 10:33:04 AM | n.namatama_ioer | NaN | Forest management | NaN | NaN | NaN | NaN | NaN | NaN | Through phones | NaN | 24.940233 | -12.412226 |
| 60 | 61 | b0c4659a-7b23-4aec-94c8-19b085de3c09 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/20/2024 4:22:49 PM | Ntambu ward | Chhulu cfmg | Trees and beehives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Disagree_Likert | As long What is disscused is agreement by all members | Disagree_Likert | Unless the th company or th tnc helps to put us at a stage we would be able the activuty alon | Strongly_Agree_Likert | We are able to see tgat tge protection of the environment is working well | Local_Authority_Conflict | Agree_Likert | Thats that that are learnt are always teaching us ewpecially from the givernment extensiin | Agree_Likert | They are knowledge leads to improvement in the management of the forest | Agree_Likert | We had on from foret on protecting the environm33nt | Agree_Likert | We using the lws of tge central givernment | Agree_Likert | We would agree for new laws but we need to be given power as community to protect tge environm3nt | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Strongly_Disagree_Likert | There is nothing | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | NaN | NaN | NaN | Strongly_Agree_Likert | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Agree_Likert | We always accept because they help protect the environent | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | That in tge committe they are in agreement | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | The agreement are well but that needs effective monitoring and impkemetatiin of the lwas to protect the environment | 8/24/2024 5:55:57 AM | n.namatama_ioer | 11/30/2024 5:11:09 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 24.880580 | -12.465876 |
| 61 | 62 | b6c30661-6844-4aa6-b6c2-42521c14e51b | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/20/2024 4:49:33 PM | Ntambu ward | Mpulumpa ward | Tress and beehivess | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Agree_Likert | NaN | Agree_Likert | NaN | Strongly_Agree_Likert | NaN | NaN | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | The burning of th ebush is nor allowed but only tge consevertion method is followed | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 8/24/2024 5:55:59 AM | n.namatama_ioer | 11/30/2024 12:42:03 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 24.874518 | -12.474850 |
| 62 | 63 | 1b01c963-e402-4cb6-bc62-491c47729bf4 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/21/2024 5:28:22 AM | Silunga ward | Kayo ge cfmg | Forest and beehives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Agree_Likert | There has never been any onflicts and we are always working togather | Strongly_Agree_Likert | The protection of the trees and biodiverty would led us to making a plan also if the trees are cut it would lead to less rainfall | Agree_Likert | They need to be changed and they institutions for ZAWA are not seen to operate in their CFMG for protection of the environment | Ourselves_Conflict,Traditional_Authority_Conflict | Strongly_Agree_Likert | Tje west lunga and tnc norrmally help us in capacity building us. There people from the ommunity who arr 4 number who were sent to mwekela forest for training for three weeks | Strongly_Agree_Likert | We can help to learn how to look after the animals in a nwe from the way it was done a long gime ago | Strongly_Agree_Likert | There are only four honery officers that were trained to look after the forest. The four are not adquate thus when we make money we will send some more people for training as honerary officers | Strongly_Disagree_Likert | They are the same | Strongly_Agree_Likert | They laws would help us pfotect the environment and look after the environment | Strongly_Agree_Likert | Thdy information we are able to read it and ig helps in thd planning of the protect | Honey_production_About,Other_About | Solidarity_Nature_Express | Agree_Likert | If we take care of thd forest then it means that even what is inside is taken care of. In addition chnages brings fear of what will happen in future. | Disagree_Likert | There is is nothing | Strongly_Agree_Likert | We have a view ov watdr problems in our area which was submitted to west lunga and they agrred go make boreholes | Burning_Bush_Norms | Strongly_Agree_Likert | It can be changed becauze burning thd bush dixtroys a log of biodiversity | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | Thats where we get free air and traditional medicine and most of our livelihood depend on the natural resources | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | There are other livelihoods we plan for such as small livestock in the CFMG as well as gardens | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The fire destroys a lot of things such as the air we breathe, the soil fertility, small animals and plants | Wetlands_Dependent | Water is life thus if there is no water all the plants will dry | Agree_Likert | We have accepted behivees as innoavtion in our area | Agree_Likert | There is need to have peopel to capacity build us in thr mamangement ov thr forest | Strongly_Agree_Likert | There is need to have varioux sources ov money su h as behives, small animals and gardens | Strongly_Agree_Likert | We work togather and when we have challenges they always come to our aid | Strongly_Disagree_Likert | There is nothing | Disagree_Likert | Thd information is not orrect su h that it is di jlt to plan how we plant or carry out others things | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Other_Receive | Agree_Likert | Other_GetKnowledge | Disagree_Likert | Strongly_Disagree_Likert | We co not have we are just keepi g the cfmg and the prfot is not seen | Strongly_Disagree_Likert | We done not havd money to get a permit go access the resources in thd game parks | Strongly_Disagree_Likert | Thd permit ard expensive | Strongly_Disagree_Likert | Thd permit are expensive | Agree_Likert | The supoort is not ad1quatd in terms ov resources to the honery officers that had been trained | 8/24/2024 5:56:06 AM | n.namatama_ioer | 12/8/2024 6:36:56 PM | n.namatama_ioer | NaN | Natural trees | NaN | NaN | NaN | NaN | NaN | NaN | Meetings | From west lunga and department of forest | 24.909422 | -12.266578 |
| 63 | 64 | 56f82324-815f-448c-bfd7-5b02a5fb1776 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/21/2024 7:49:15 AM | Makuya ward | Kema | Behivees, trees | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Agree_Likert | There is oordination among thr members | Strongly_Agree_Likert | We have the ability to work togather that the reason we can make a p,an | Strongly_Agree_Likert | The measage from the institutiom talk about protectiong thr envkronment | Traditional_Authority_Conflict | Strongly_Agree_Likert | There is agri jlture department and lead farmers that asist us in looking at the forst | Strongly_Agree_Likert | The knowledge would help us change pur livelihjod if the knowledge is used to protect the environment | Strongly_Agree_Likert | There people who teach and wr normally go go for workshops | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Thd laws can be accepts like we should not be cutting tree and protect the environment we follow that | Strongly_Agree_Likert | We are able to interprete the information from d1ifferent depRtment and we are able to follow it | Other_About | NaN | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | Tp | NaN | Strongly_Agree_Likert | NaN | Disagree_Likert | The traditional way of management has been stopped but the government has taken over the management of forest and biodiversity | NaN | NaN | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Other_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | Land_Agriculture | The land cultivated is done on a big land that transforms the landscapes | NaN | NaN | Strongly_Agree_Likert | For the purpises of receiving returns form carbon | Strongly_Agree_Likert | We always uave lessons | NaN | NaN | Agree_Likert | We are all in agreement with each otjer | Disagree_Likert | There is nothong | NaN | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Other_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Disagree_Likert | Agree_Likert | We normally charge people we get resources from our forest such as sand, stones and others | Agree_Likert | In thr game patk they are not allower bit in the forest they are allowed to collect mashrooms anc fruits | Agree_Likert | In thr game patk they are not allower bit in the forest they are allowed to collect mashrooms anc fruits | Strongly_Disagree_Likert | In thr game patk they are not allower bit in the forest they are allowed to collect mashrooms anc fruits | Strongly_Agree_Likert | The people are able to understand if their is an agree and follow the rules of protecting the environment | 8/24/2024 5:56:10 AM | n.namatama_ioer | 12/1/2024 8:47:17 PM | n.namatama_ioer | NaN | Treez and honey | NaN | NaN | NaN | Taking care of the animals | NaN | NaN | They have been given books or rules on how to protect the environemnt | West lunga and forest department | 24.917697 | -12.311320 |
| 64 | 65 | 14fa7d70-d421-4b6f-a3a3-df0b0951dd18 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/21/2024 9:30:43 AM | Makuya ward | Kesumpa CFMG | Behevies and Tress | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Agree_Likert | There is cordination | Agree_Likert | We have made a plan so it will be easir to make one | Agree_Likert | Thry are working well | Traditional_Authority_Conflict | Agree_Likert | They are peole that brought the cfmg who teach us | Strongly_Agree_Likert | The peope need to be taught especially the elderly one in the managamrnt og the forest | Strongly_Agree_Likert | Forest and local authority teach us how to protect the environment | Strongly_Agree_Likert | Thrg arethe same | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Agree_Likert | They normally give rules on how to protect the environment | NaN | NaN | NaN | NaN | Undecided_Likert | NaN | NaN | 3to4Years_Long | Agree_Likert | Disagree_Likert | Disagree_Likert | We do not have money for protection of the environment and we have not yet had money from the carbon trade and we have been waiting for it for long time now | Agree_Likert | Disagree_Likert | Agree_Likert | Undecided_Likert | Agree_Likert | Uncontrolled_Fires | We want to reduce the burning of the areas because it destroys the environment | NaN | NaN | NaN | NaN | Agree_Likert | Wh4n we are taughtbwe woukd do it better | NaN | NaN | Agree_Likert | Throught the meetings we organise our selves | Disagree_Likert | There is nothing | NaN | NaN | Agree_Likert | NaN | Agree_Likert | NaN | Agree_Likert | NaN | NaN | NaN | NaN | Strongly_Disagree_Likert | Protected by government | NaN | NaN | NaN | NaN | Agree_Likert | The agreement can bring cordination now and in the future | 8/24/2024 5:56:14 AM | n.namatama_ioer | 12/8/2024 6:38:50 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 24.937434 | -12.338594 |
| 65 | 66 | f530304a-99c0-44d0-8402-a7ac27b2fac5 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/21/2024 10:57:25 AM | Ntambu ward | Ntambu central cfmg | NaN | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Agree_Likert | We have been working togather for environment pritectiin | Strongly_Agree_Likert | We have have laready planned for honey plrocrssing plqnt and a game ranch is plqnned for to be owned by tge Cfmg like tge honey plqnt | Agree_Likert | There is some contracting of interest like a managerual group is disagreeing with tye other group | Traditional_Authority_Conflict | Agree_Likert | Advice the west lunga, wwf, nature conservacy have been giving advice on nature protection | Strongly_Agree_Likert | The kniwldge is power and tgere is cgange environm3nt tgus we need to keep up the tge current knowledge | Disagree_Likert | No traing recieved | Strongly_Agree_Likert | The government haverst of animals in tge natiinal partks without giving any to the lical community thue there is a feeling that the lical communuty should be priolitised because it is taken go lusaka | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | The traditional methods of harvesting such as poaching, burning and cutting down of trees | Strongly_Agree_Likert | NaN | NaN | NaN | Strongly_Agree_Likert | NaN | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | If there are other sources of earning a living | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | That is the main stay of living | Agriculture_Areas_Dependent | NaN | Strongly_Agree_Likert | The is need yo have both so tgat tgere is adaptabioity | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | Thr ptotectiin of tge environnentbis a resultbof tgr collabiratiin of different actors that are currently implementing in the district | Strongly_Agree_Likert | There is ni connectivitity with the universitie | NaN | NaN | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Strongly_Disagree_Likert | The givernment is nit fare becuase it favours itselt the thr local communuty | 8/24/2024 5:56:17 AM | n.namatama_ioer | 12/1/2024 1:17:06 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 24.954078 | -12.394464 |
| 66 | 67 | 526f4df9-f9e4-4640-86a8-1dd24064779a | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/21/2024 11:37:09 AM | Ntambu ward | NaN | NaN | NaN | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Agree_Likert | When the work give to implement there is coopertion among the oeople | Agree_Likert | Then can only do it when they have resources | Strongly_Agree_Likert | There is no need to change they are working well wiyh diffrent institution framework such as west lunga, tnc | Ourselves_Conflict | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Both old amd new knowldge can be used for management of forest | Strongly_Agree_Likert | Zambia forest ollage i had a training for 12 dys and we have been given tools such as bicy les for managing the forest and 4 were trained | Strongly_Disagree_Likert | There is nothing | Agree_Likert | The new laws should added only to the existing rules for example if the government were to make a policy on removing everyone from the forest then it would contrading | Agree_Likert | It can be done only through training | NaN | Care_Nature_Express | Strongly_Agree_Likert | They early burning can be changed so as to prevent wild fire through changing the practices | Strongly_Agree_Likert | One is supposed to cutt trees in the grave yard. Where male circussion""mukanda"" and female ceremonies ""nkuka"" the tress are not cut dwon | Strongly_Agree_Likert | There is always an agreement when views are presented | Fishing_Norms,Burning_Bush_Norms,Harvesting_Period_Norms | Strongly_Agree_Likert | It only harvesting period and burning that can be changed. Because of the change of the rain period the haversting perion is in april and may but the harvesting period has changed to july and august as the harvesting period | NaN | There is no cultural aspects that hinder due to the community management forest intervention and practices such as catching rats may cause disturbances to the environment | Strongly_Agree_Likert | Strongly_Agree_Likert | Even the Bible says do not forget your roots | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Through management of the forest and through capacity buildiing | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The fire destroys the flowers for the production of honey which is reduced | Forest_Dependent | That is the source of mushrooms, catapilars if the forests are protected well where she is working as a honarary officer | Strongly_Agree_Likert | So tgat they benefit i the near future | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | If there there is work a communication is done yo partner with west lunga yo achiev the disered goals | Strongly_Agree_Likert | Recently there was a meeting fro m secindary schools and agriculture department onhow thry can mitigate late forest fires | NaN | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | The vommittes do not have enough resources to supoort the work of honery officers | Strongly_Agree_Likert | There is no acces rights in the game parks while in tbe other there hqve access right | Strongly_Disagree_Likert | Tgey acces from thier to their own forest but on in otger firest where they have yo get harvesting rughts such neibouting community forest | Strongly_Agree_Likert | The permits gives guvee marking riggts for instance someone will have a oermit from a certain cfmg the indicated where the person has gitten the chiacaol from | Strongly_Agree_Likert | Befores agreenent the resources were exploited and after the cfmg the access to the has been controlked by the communuty in form of honery officers. We have the right to protect the forest such that the kaws protect me from being harassedvby anyone | 8/24/2024 5:56:21 AM | n.namatama_ioer | 12/8/2024 5:16:16 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through phone calls to the chairperson and then announces in the community | NaN | 24.954886 | -12.393017 |
| 67 | 68 | 3bcdedba-b66d-40bc-8b2c-fd11774f4ea5 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/26/2024 9:02:59 AM | Namwala Central ward | Non applicable | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Agree_Likert | The people from the SCRiKA project gave us the goats so that we look after them then we can pass them on to the other person and it is benefiting a lot of people | Agree_Likert | We would like to be helped in terms of how go keep the goats if they get sick because at the moment we do not have adquate knowledge on how to look after them | Strongly_Agree_Likert | The forest department is working well but the other institutions i do not know what they are doing because i laways see forest department prohibiting people fromcutting down trees | Central_Government_Conflict | Agree_Likert | There peopel that can help us but we have not gone to them to ask vor help | Agree_Likert | I accept to accept new knowledge but i cannot throw away the previous knowledge but it should be just an addition to the old knowledge i have | Disagree_Likert | There is little knowledge on how to protect the environment from distru tion thus need for more knowledge | Strongly_Disagree_Likert | There is no diffrence in the laws between the central govrnment and local community | Strongly_Agree_Likert | There is always change in the thus even the laws need to change in line with the current situation because the environment is changing so that we can see where we are going or where the laws are leading us | Strongly_Agree_Likert | We are able to make interpretation through the information we receive from different people from planning and implementation of various livelihood activities | Animal_Rearing_About | Care_Nature_Express | Agree_Likert | The trees provide us with rainfall that solves a loy of problems such as giving us an opportunity to plant crops such as maize | Disagree_Likert | There is nothing | Disagree_Likert | We do not follow it | Fishing_Norms | Strongly_Agree_Likert | There is situations were the trainditional authority have to conduct deity activities befores fishing can be done other without it no fish would be caught | Disagree_Likert | There is nothing | Disagree_Likert | Strongly_Disagree_Likert | We do not include it in our aspect | Source_Income_Purpose | Agree_Likert | Material_Connection | For instance , fish that is caught brings income or source of food as well as trees bring rainfall indirectly | 3to4Years_Long | Agree_Likert | Agree_Likert | Undecided_Likert | It is a challenge to change because there are always up and downs when changing from one situtation to the other | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert | Wood_Extraction | The people that make charcoal cut down trees that are fresh and they cut a huge area | Wetlands_Dependent | Water is life and is used in every situation such as cultivation, watering gardens | Strongly_Agree_Likert | For example cooking stoves are new innovation that help protect the environment such as using very little chaocoal | Agree_Likert | I do not know the responsibilities that have to take to protect the environment | Strongly_Agree_Likert | We can chqnge because the nwe knowledge can bring development in the livelihood | Strongly_Agree_Likert | The laws are followed by people as well as the maangers thus there is collaboration between the two actors | Disagree_Likert | There is nothing | Strongly_Agree_Likert | The information helps us to plan for the projects su h as training on how to look after the goats | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Field_Extension_Services_Receive,Community_Radio_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Disagree_Likert | The money is a challenge | Agree_Likert | There is access to the game park and wetland | Strongly_Disagree_Likert | We do not have ribhts to harvest the products | NaN | We do not have marketing unless we have a lisence because they are protected by the government | Strongly_Agree_Likert | The agreementmake us understand ea h other through agreement and each one of us has what to do to protect and it makes it easire to protect them | 8/27/2024 5:47:27 PM | n.namatama_ioer | 12/1/2024 9:02:35 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.449587 | -15.751994 |
| 68 | 69 | befd9a77-11fe-4e1f-9949-420d5a3cd28f | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/26/2024 11:04:27 AM | Namwala Central ward | Non applicable | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Agree_Likert | It is not that much collaboration among the people especially in the institutions | Disagree_Likert | She cannot not do it | Agree_Likert | We do not have the knowledge the to make the plan thus we need to learn inorder for us to make a plan and after the lesson we will make sure we follow the activities | Traditional_Authority_Conflict | Strongly_Agree_Likert | Thee chief and the headmen teach us | Agree_Likert | God created creatures need to be protected according to Gods plan as well as the new knowledge can be learned | Disagree_Likert | I do not have the knowledge to protect the forest anc biodiveristy unless those that have the responsibility to protect them | Strongly_Disagree_Likert | They are the same | Undecided_Likert | I not have any information about how to mange the forest unless it was domesticated animals | Undecided_Likert | I do not have knowledge about thd forest and wetlands thus i cannot answer | Animal_Rearing_About | Care_Nature_Express | Agree_Likert | There are products from the forest su h as fruits that are sold on the market such wild fruits | Disagree_Likert | I do not know anything like that | Agree_Likert | They always respond and lessen to our advise | Harvesting_Period_Norms | NaN | NaN | Agree_Likert | There are people who cut down trees thus leading the wild animals lacking where to sleep or shelter | Agree_Likert | Agree_Likert | We always follow what we are told | NaN | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | NaN | NaN | Agriculture_Areas_Dependent | It brings us food as well as income | Strongly_Agree_Likert | They reduce the amount of of trees that are cut | Undecided_Likert | NaN | NaN | NaN | Agree_Likert | There is oordination among the people | Disagree_Likert | I have never been to the uni ersity | Agree_Likert | There is no information we receive | Agree_Likert | Agree_Likert | Disagree_Likert | Community_Radio_Receive | Disagree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Disagree_Likert | Agree_Likert | If i have money i can manage | Disagree_Likert | Unless with permissio | Disagree_Likert | It is not possible they are protected | Strongly_Disagree_Likert | I do not have the lisence | Agree_Likert | They agrrement hdlps protect the natural resour es | 8/27/2024 5:47:33 PM | n.namatama_ioer | 12/8/2024 6:13:52 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.451945 | -15.748763 |
| 69 | 70 | d85d0c4f-8b50-41b4-89a9-bd39983de687 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/26/2024 12:36:33 PM | Namwala Central ward | Not applicable | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Agree_Likert | If there was no trust the groups would have disintergrated by now | Strongly_Agree_Likert | I can do it because are have been looking after the five goats that we were initially given and we have passed on the goats and i still do have reaimed with 12 goats | Strongly_Agree_Likert | There is neec to be helped to be dipping ov the goats anc thats what is making us not to have a lot of them | Central_Government_Conflict | Agree_Likert | We have been having meeting on how to take care of animals with training crom vertinery offices | Agree_Likert | The new nkowledge is difficult to shift to because it has not been tested how to works if it works and if it can bring improvement | Disagree_Likert | We have not have any lessons only on how to keep goats but during welesink there were no laws on evirnmwntal protection but after indepence the laws were brouhgt into play | Disagree_Likert | The laws are the same | Agree_Likert | There is o way to reject the laws but to accept the laws of the govrnment of the day | Agree_Likert | Iamble to i terprete the information for instance wi5h heqvy rainfall it distriys the food crops and less rainfall bring drought | Animal_Rearing_About | Care_Nature_Express | Agree_Likert | We need to protect the environment for it to provided resour es for our future generation | Agree_Likert | There are some instructions from the traditional authority on how to protect the environment | Undecided_Likert | I do not the responses because i havd never presented any | NaN | NaN | NaN | Undecided_Likert | I have no idea | Agree_Likert | NaN | NaN | NaN | Undecided_Likert | NaN | NaN | 3to4Years_Long | Undecided_Likert | Undecided_Likert | Disagree_Likert | NaN | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert | Land_Agriculture | NaN | Wetlands_Dependent | NaN | Agree_Likert | NaN | Disagree_Likert | NaN | NaN | NaN | Disagree_Likert | NaN | Agree_Likert | You as a researcher you are the first and we have neever seen anyone before | Agree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | NaN | Agree_Likert | WithinOurselves_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | From the project from the 12 goats that have remai ed after passing on would help in being financial statble | Strongly_Disagree_Likert | Protected by the government | Strongly_Disagree_Likert | Protected by the government | Strongly_Disagree_Likert | Protected bhthe government | Strongly_Agree_Likert | If there there is an agreement people are taught how go protect and take care of thr animals | 8/27/2024 5:47:35 PM | n.namatama_ioer | 8/27/2024 5:47:35 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.416892 | -15.731567 |
| 70 | 71 | 0f8b1d61-d4e3-4bc3-8294-4a6c68d52233 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/27/2024 6:07:37 AM | Namwala Central ward | Shapopa shachala | Gerdening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Agree_Likert | We were doing something for our livehood to prevent us from paoching in the gameparks | Strongly_Agree_Likert | There would income oprtunities when we self organise for the managrment of the projects | Strongly_Agree_Likert | The institions are not doing the things correctly for the ecologicall services to be harverted in larg amounts as at thr moment they are not enough | Ourselves_Conflict | Strongly_Agree_Likert | The department of forest acts a a champion but there is no one in the local community | Strongly_Agree_Likert | The knowledge will engluten the people on the benefits of having protected natural resources such as forests | Strongly_Agree_Likert | We have been trained as a honerable wildlife officer to protect the wildlife and fish | Strongly_Agree_Likert | No response | Strongly_Agree_Likert | The laws are made by people and the government and they should br acceoted if they are beneficial | Strongly_Agree_Likert | I was trained to preserve the natural resources thus am able to interprete the information | Farming_About | Responsibility_Nature_Express | Strongly_Agree_Likert | There are a lot of things that have taken place in the norden world and through reserch values are being changed | Disagree_Likert | There is nothing | Agree_Likert | There no response | Fishing_Norms,Pastoralism_Norms | Strongly_Agree_Likert | When people have an understsnding of nature they would change them to preserve nature | Disagree_Likert | A long time there was ""malende"" which used to protect the tree but at the moment it is not taking place | Strongly_Agree_Likert | Strongly_Agree_Likert | We have to consider it because if it is not the projects would not work well for instance in Livingstone the community destroyed the cultural activities of northwestern because they came from a different region | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | There is climate change that forces to change the livelihoods | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It destroys a lot of biodiversity such as eggs of birds and snakes | Forest_Dependent | During floods cattle go to the forest areas where they graz | Strongly_Agree_Likert | They reduce distruction of the environment | Strongly_Agree_Likert | NaN | NaN | NaN | Strongly_Agree_Likert | There a lot of youngs that are inveting technologies in the mangrment of forests | Strongly_Agree_Likert | The technocrats give us answers through new innovations | Strongly_Agree_Likert | It gives awareneess as well as warning of how the weather would be like in future | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Television_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | We have a membership fee that we pay that contribute to the implementation of the project | Strongly_Disagree_Likert | They are protected | Agree_Likert | There is lisence that authorises to harvest products | Strongly_Agree_Likert | Thriugh a lisence | Strongly_Agree_Likert | They protect the nature for the future generation as well as to protect them from depleteion | 8/27/2024 5:47:47 PM | n.namatama_ioer | 12/1/2024 3:55:14 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.421825 | -15.762411 |
| 71 | 72 | 7575578d-367f-43cd-9203-e11bee9fd467 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/27/2024 8:08:36 AM | Namwala Central ward | Manokubwana | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Agree_Likert | The memebers are not cordinating effectively even though they are 25 in numbers but only a few are active | Strongly_Agree_Likert | There is a gardening for nursery and we are seeling seedling on our project for onion and rape | Agree_Likert | The institution should be cahnged for the managrment of tree or planni g them in number especially in our area where there rae less trees | Central_Government_Conflict | Strongly_Agree_Likert | There is self help africa that helps us as well as the local authority in the managrment of the forest and wetlands and there are no champions | Strongly_Agree_Likert | There new knowledge and the old knowledge should work togather and a selection of the ones that would help in the management of the forest | Agree_Likert | We have been having workshops in forset management only while the others we have not | Agree_Likert | There are local policies in the local area that allow animal grazing as wellas planning gardens near the river shores as well as planting moringa trees for purposes of been eaten by cattle | Agree_Likert | If they bring development in the management of the forest or wetlands | NaN | We are able through workshops we are taught to practice conservation agriculture and cutting down of soil would reduce rainfall | Nature_Protection_About | Responsibility_Nature_Express | Agree_Likert | NaN | Strongly_Agree_Likert | The cattle graze in the forest especially at this time period when there is no rainfall in our area | Strongly_Agree_Likert | Everyone is espected to harvest maize before 1st April of every year ogher wise the cattle is let in the fields for grazing | Hunting_Norms,Burning_Bush_Norms,Fishing_Norms,Harvesting_Period_Norms | Strongly_Agree_Likert | There were bye laws suggested because some people plant maize late and and by thr time of harvesting on 1st the maize is not yet ready thus a proposal to chnage it | Strongly_Agree_Likert | There are practices such called ""Malende"" that protect certain areas that prohibit trees from being cut down | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Disagree_Likert | Undecided_Likert | Agree_Likert | We only depend on domecticated animals | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | Their livelihood depends on the activities of charcoal burning | Agriculture_Areas_Dependent | Thats where we get our food from | Strongly_Agree_Likert | The self africa has taught to make cooking stoves that help using less charcoal | Agree_Likert | NaN | Agree_Likert | NaN | Agree_Likert | There is an improvwmwntmwnt becquse people have known that planting trees is important | Agree_Likert | No but your comming as a reseqrcher is the first one of sharing ideas | Strongly_Agree_Likert | The way of plating process of either using ridges or digging holes help in management of projects | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Field_Extension_Services_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | The people are not making contributions for maitaince of the project because they think it is given by the governement | Agree_Likert | Only in the wetland the others no, | Agree_Likert | We do not havr any | Disagree_Likert | We do not have access to have the natural resources | Strongly_Agree_Likert | The things we agreed with government is what we want to achieve and it is what we are currenting doing | 8/27/2024 5:47:53 PM | n.namatama_ioer | 12/1/2024 4:07:57 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.429593 | -15.759527 |
| 72 | 73 | fb9845ad-a476-4c51-bc14-fdf5d3d6d412 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | NaN | 8/27/2024 11:08:00 AM | Namwala Central ward | Sepa sahao MPCS | gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Strongly_Agree_Likert | We are working togather through application for the scrika project that was given and people are paying membership | Strongly_Agree_Likert | The coperative has the principles and values of self help thus we can do it as we are adhearing to them through the vision and objecting and it wotks as a private entity. In addition there are contributions from the mebers | Strongly_Agree_Likert | There is mismagement of the natural resources thus the need to change | Ourselves_Conflict | Strongly_Agree_Likert | The chief is role model on the maangement of the natural resources because he has reported the mismaagement of natural resources to the police and foresty department | Strongly_Agree_Likert | The new ideas are welcome as from generation to generation things are changing like digitilisation of using drones in the monitoring mismangement of tree thus techonology is welcome | NaN | NaN | Agree_Likert | I have benentrained by institutions such as self help africa, forest and fisheries department. There is also a village natural resources committe from self help africa and composed of local c9mmunity memeber and technocracts are ex_official memebre | Strongly_Agree_Likert | There is misamagement of natural resour es | Strongly_Agree_Likert | I have been trained by the goverenment and private institution and the knowledge to interprete and explain the information in the local language | Farming_About | Responsibility_Nature_Express | Disagree_Likert | If they are changed it means the natural resources can be distroyed | Strongly_Agree_Likert | There are more animals 5han the people in the district thus the people are not allowed to burn the bush because the animals will not have anywhere to feed | Strongly_Agree_Likert | There are humana anaimal conflicts and we have been advised to grow crops using conseversation agriculture through training from government institutions | Fishing_Norms,Harvesting_Period_Norms,Pastoralism_Norms,Burning_Bush_Norms,Hunting_Norms | Agree_Likert | The harvesting period can be changed while the fishing oeriod cannot be cyanged because og the government policy. But with fish ponds harvesting can be done anytime | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Agree_Likert | The Borehole cannot be sank near the grave yard and when there is funeral in the community you cannot hold a meeting in the village | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Disagree_Likert | Disagree_Likert | Agree_Likert | As long as there is support from somewhere | Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Grazing | The animals are always grazing through the vegetation and there is no room given to plants to sprout out | Agriculture_Areas_Dependent | Because am a farmer | Strongly_Agree_Likert | It helps in the protection of the natural resources | Strongly_Agree_Likert | We have been trained how to run the project and not to mismamnge the natural resources | Strongly_Agree_Likert | The government is a key parner in development thus the principkes can be changed to fit nqtionql policies | Strongly_Disagree_Likert | Other projects are not iniperation | Strongly_Agree_Likert | We work closly with the government through ministry of agriculture that gives technical advice and the community the experiencies on the ground | Strongly_Agree_Likert | Information is power, the plan is made in regards to the raonfal paterns to help plan | Strongly_Disagree_Likert | Agree_Likert | Disagree_Likert | Television_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | There are changelelnges with noney | Agree_Likert | As long as it is done procedurly | Agree_Likert | Thre lisences that are sold for harvesting | Strongly_Agree_Likert | There are government policies that allow through lisences | Strongly_Agree_Likert | It is adquate if it is done officially it ia adquate but we have wrangles over the land ownership which is disputed by the community even though it was signed and given out by the headperspn. | 8/27/2024 5:48:00 PM | n.namatama_ioer | 12/8/2024 7:31:27 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.432802 | -15.757697 |
| 73 | 74 | 2e27f78a-a543-4153-8e26-e2a61c442793 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 8/27/2024 12:47:39 PM | Namwala Central ward | Tusole youth centre | Gardening | NaN | SCRiKA_LS | yes | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 8/27/2024 5:48:05 PM | n.namatama_ioer | 11/30/2024 12:42:26 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.458456 | -15.754008 |
| 74 | 75 | d791284e-22f2-4786-9486-1d5f44b07774 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/27/2024 1:59:00 PM | Namwala Central ward | Chinyemu B | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | The sub project of the borehore has never worked thus it is dificult to state if the committe or member have cordination among themselves | Agree_Likert | Tge project has never worked | Strongly_Agree_Likert | Tge institiins and laws are protectiong the forest and wetlands | Central_Government_Conflict | Strongly_Agree_Likert | Thr forest peoole are able to teach us and if found cutting trees you can be imprisoned for 14 years | Strongly_Agree_Likert | If tgere is any change we can change because of new knowledge because even the theories are alwqys chagung | Disagree_Likert | There 8e no knowlede what we know is that they are forbiddern | Strongly_Agree_Likert | The traditional ceremories of the area they wear lion and leopard skins during tge ceremonies but they are always in conlif with the ZAWA if the do not have thelisebce | Strongly_Agree_Likert | It can be accepted for if tgere is a laws tyat prohits people from wearing leapard skin during rge ceremonues it can be accepted | Strongly_Agree_Likert | It hel0s plans out projects | Farming_About | Responsibility_Nature_Express | NaN | NaN | Strongly_Disagree_Likert | Tgere is nothing | Strongly_Disagree_Likert | There is nithing | Harvesting_Period_Norms | NaN | NaN | Agree_Likert | There are Hynas that eat our livestocks but when we kill them we are in conflict with ZAWA Officers | Agree_Likert | Strongly_Disagree_Likert | There is nothing included | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | If there are resources we can change the livelihood | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | When the trees are cut for charcoal, the stem dies and no replacement for it | Agriculture_Areas_Dependent | That is where we farm the products | NaN | NaN | Disagree_Likert | There 8s nothing | NaN | NaN | Disagree_Likert | There is no collaboration among peole because the government is qvoiding us in the managem3nt ofbireholes | NaN | NaN | Strongly_Disagree_Likert | We do not do it | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Community_Radio_Receive | Strongly_Agree_Likert | WithinOurselves_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | We do not have resourxes | Strongly_Disagree_Likert | The animals are to access through a lisense and the process is very discouring because one has to travel to Luaska to obtain a lisence | Strongly_Disagree_Likert | Only with a lisence which ahas an ex0ensive process | Strongly_Disagree_Likert | Protected by the government | Strongly_Agree_Likert | There is an agremment through whi h tge communuty has to contribute monthly to ensure the project 8s runing smotyly | 8/27/2024 5:48:10 PM | n.namatama_ioer | 12/8/2024 7:50:02 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.453266 | -15.794612 |
| 75 | 76 | f80c86ec-6126-4474-a368-bfbd1f053c3d | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/27/2024 3:29:30 PM | Namwala Central ward | Chiyemyu A | Gargening | Lessthan4Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Strongly_Agree_Likert | We are working togather in the management of the project in the past five yeras | Strongly_Agree_Likert | We have been working for the oassed five so as to ebsure that we do not cut down the trees as well as disturbe the animal in the gqme aprsks | Disagree_Likert | Our committee is not workibg because there is a breqkdown on the borehole and were are unable to carry out our manage as a committtee | Local_Authority_Conflict | Agree_Likert | Only the departement of agricuoture as welk as the skrika sentisatiin meeting but much was done with agrculture | Strongly_Agree_Likert | The new nkowledge is accepted as long as it bring true and develooment inthe communuty | Strongly_Agree_Likert | From aggriculture and scrika on the rprotectiin fof the environenrt | Strongly_Disagree_Likert | They are tge same | Strongly_Agree_Likert | As long the explainantiin indicates the true thus thus we can accept for instqtnce if thry say a long time there used to be alot of animal in the bush thus tge laws is to protect the extinction thr animqls thrn we can accept because we are able to see th | Strongly_Agree_Likert | We cwn do it | Farming_About | Responsibility_Nature_Express | Agree_Likert | NaN | Agree_Likert | There are there but i do not know which one | Agree_Likert | We had taken the viewx but at the moment thr givernmnet does not have the resources thus the ommunuty can put monet togathervto fix the borehole | Fishing_Norms | Agree_Likert | They can be changed qnd world vision has been teaching us how to make fish ponds | Disagree_Likert | There is nothing | NaN | Agree_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | As long as we have no where to depend on for our livelihoods | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Uncontrolled_Fires | Fire destroys everything than the others because even the biodiversity get killed | Agriculture_Areas_Dependent | Thats where we get food crops | Strongly_Agree_Likert | We can accept because of tge difgicult situation we are going through like the drougt we are fqcing | NaN | NaN | NaN | NaN | Agree_Likert | There is proper coo0erration especially after the break down of the pump. We had a meeting were we has a meeting to contribute k400 each person to repair thr borehooe butmost them are not working | Disagree_Likert | The project has never been o0eration from the time it was installed | Strongly_Agree_Likert | NaN | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | We do jot have money | Disagree_Likert | We depend on the domesticated animals | Strongly_Disagree_Likert | We get a lisence for cutting the trees | Strongly_Disagree_Likert | Unless thriuh a lisence | Strongly_Disagree_Likert | They do not work well because the project of it it is not working well because the fense was not done properly for our project to work well | 8/27/2024 5:48:16 PM | n.namatama_ioer | 12/8/2024 6:59:26 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Meeting through w9rd of mouth | NaN | 26.494461 | -15.815357 |
| 76 | 77 | a1b6c343-d04e-4c0c-a936-6f70e9aef3fd | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/28/2024 7:13:57 AM | Namwala Central ward | Maselo widows club | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | There is collaboration but some memebrs in the group do not understand the importatnce of protecting the envirornment | Strongly_Agree_Likert | There are a lot of things that we have organised and the group started a long t8me ago before Scrika | Strongly_Agree_Likert | There are lot of peopel the are misusing the forests even the officers incharge of maamnging they are in business of selling planks and also when there is fish burn but people from fishers they are always each fish that is consfiscated from the people | Central_Government_Conflict | Strongly_Agree_Likert | We have gardens at our home backyards thus most people in the grouod know to conduct activities for the subproject but sonetimes we ask department of agficulture for technocal advise | Strongly_Agree_Likert | When the new knowledge is able to assist after we have nade a comparison then we can accept it as long as it would help us in management of the forestthree | Strongly_Agree_Likert | There has been a workshop with self help africa on how to protect the natural resources such as forest | Strongly_Disagree_Likert | Thd laws are the same but people do not just the laws | Strongly_Agree_Likert | The natural resources where made by God thus they need to be protect for future use | Strongly_Agree_Likert | Tbis because everyone is able there is cli ate change this makes us to follow the drought pattrens | Farming_About | Care_Nature_Express,Responsibility_Nature_Express | Agree_Likert | The values the can be hanged unless the stiff like taking someone to jail who cutts trees anyhow | Strongly_Agree_Likert | There is ""malende"" that protects the tree from beeing cut down as a traditional practice | Agree_Likert | For those with cultural aspects are diffi ult to change but from the government side they can be changed | Harvesting_Period_Norms,Burning_Bush_Norms,Hunting_Norms | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | The ownership of land by Chief in the river gives them power to destroy the area by giving it out for cultivation activities | Strongly_Disagree_Likert | Agree_Likert | The groups have their own mission like our group we give money to the orphans from the profit we make | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | If have have enough water inland than depeneding on the river shores for cultivation purposes then the livelihoods would change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The fires cuts across a huge area and kills everything on it way | Agriculture_Areas_Dependent | Thats where we get food crops | Strongly_Agree_Likert | We are in a processes of learning and we experiencing what we been learning of climate cahnge and there people who are seling cooking stoves that use less choacal | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Agree_Likert | Thee people from governemebt are not sentising opus but the Self help African has been in the leading role in sensiting the commu ity on the importance of protecting the natural resour es | Disagree_Likert | Nothing takes palce | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Disagree_Likert | Agree_Likert | Only small activities such as buying seed can be managed but of replqcing the pumo is is impossible | Strongly_Agree_Likert | They are orotected | Strongly_Disagree_Likert | They are proted | Strongly_Disagree_Likert | They are procted | Strongly_Agree_Likert | The agreement are are okay but along the way they are not followed accordingly for instance the money for the project was supposd to be given to the community but money went to the local authority who provided poor quality material that could not be used | 8/29/2024 5:20:34 AM | n.namatama_ioer | 12/8/2024 5:51:57 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through meetings or word of mouth | Through workshops | 26.426180 | -15.760985 |
| 77 | 78 | 3c858eea-0971-4a86-adbc-1aa629ea35aa | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/28/2024 8:56:06 AM | Namwala Central ward | Namwala multipurpose coperetive | Gardening, chicken rearing and winter maize | Lessthan4Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Agree_Likert | After the training we had seen the importatnce of protecting the evironment | Agree_Likert | On small scale we can carry out activities but o a large scale we have to deoend on leading organisations | Agree_Likert | The concern is on forests especially those are giveing lisense at the rate they are giving out lisences a derset can can created thus the need to revisist the policie. Other organisation are champio ing stoping cutting down of trees whiel forest departmes | Central_Government_Conflict | Agree_Likert | The senior citizebs and headment in our area | Strongly_Agree_Likert | Things are cahllenging and new challeges thus the need of new nkowledge to solve the problems su h as climate change whi h was not know a long time ago | Disagree_Likert | No training | Strongly_Agree_Likert | There is nothing | Strongly_Agree_Likert | We need new laws and ideas | Strongly_Agree_Likert | The information is very important for management of activities and wothout the information everything would go wrong in the plan | Farming_About | Responsibility_Nature_Express | Agree_Likert | There is no respk se | Strongly_Disagree_Likert | There is nothing | Disagree_Likert | The views are not respected by the relevant authorities | Pastoralism_Norms | Strongly_Agree_Likert | In the area it is all about grazing of as a traditional way of living qnd more ideas and activities and there were no other activities such as gardening in the past but nowadays garden are coming into p,ay | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | Nothing is considered | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Disagree_Likert | Agree_Likert | Agree_Likert | Thing are evolving thus I cannot be stagnant | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert | Land_Agriculture | Most of the land is used for agriculture purposes and cutting is done at a large scale | Agriculture_Areas_Dependent | That where we get most of the food crops and livelihood is dependent on it | Strongly_Agree_Likert | New methods have to be brought in to prevent distriction of forest | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | The national polocoes qre for the good of everyone | Strongly_Agree_Likert | Thee are a lot of consultations in a lot of activoties taht are taking in the areas | Strongly_Disagree_Likert | We do not | Strongly_Agree_Likert | For palning | NaN | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Agree_Likert | Strongly_Agree_Likert | It not not a commercial basis thus it is manageable | Strongly_Disagree_Likert | There are no roghts in the national parks | Strongly_Disagree_Likert | The places are prohibited by the goverement | Strongly_Agree_Likert | If there is a lisence we can market as well s hunting and fishing | Agree_Likert | The gpverenemnet has given the project for the welfare of the people qs well as up,if the living standards | 8/29/2024 5:20:40 AM | n.namatama_ioer | 12/8/2024 7:43:45 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through workshops | Through workshops | 26.442477 | -15.755430 |
| 78 | 79 | a147145c-3d9c-466b-b418-a2760e547c46 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/28/2024 10:09:24 AM | Namwala Central ward | Savings for change Nakable | Savings | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 10to20People_Many | Agree_Likert | We started a long time ago and we know each other | Strongly_Agree_Likert | The group started a long tine ago before the ScRALA came inot play | Strongly_Agree_Likert | They always teach8ng opus to protect the environmwet | NaN | Strongly_Agree_Likert | NaN | NaN | An institutio called self helf africa always co e to check on our actiview as well as world food programme(WFP) | Strongly_Agree_Likert | From self help africa | Strongly_Disagree_Likert | They are the same | Strongly_Agree_Likert | I just have to follow what has been put into pkace | NaN | NaN | Other_About | NaN | Strongly_Agree_Likert | NaN | Undecided_Likert | NaN | Strongly_Agree_Likert | We are teaching each othe so the devison make get our vie2s | Fishing_Norms,Gathering_Norms,Harvesting_Period_Norms | Disagree_Likert | We are used to ghus it cannot be change and it has become more like our culture | Disagree_Likert | I have not heard of anything like that | NaN | Undecided_Likert | NaN | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Because am used to it | Disagree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | NaN | NaN | It destroys life and it is difficult to regenerate | Agree_Likert | Not sure | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Wyen we need halp they help us in certain qctivities | NaN | NaN | Disagree_Likert | No yet | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Agree_Likert | Strongly_Agree_Likert | We having beeing doing it befire the project | Strongly_Disagree_Likert | People would think to diwtroy the the animals | Strongly_Disagree_Likert | They are projected by the goverenemnet | Strongly_Disagree_Likert | It is not allowed by the goverenment | Strongly_Agree_Likert | If the agreement is not follow3d the group will not fuction and the grouo will be disorganised | 8/29/2024 5:20:42 AM | n.namatama_ioer | 12/1/2024 8:46:57 PM | n.namatama_ioer | NaN | Saving group | NaN | NaN | NaN | NaN | NaN | NaN | Threoug workshops and wold of mouth | Self help africa | 26.450371 | -15.763595 |
| 79 | 80 | 1b642a2b-fc7f-4145-8e68-5501b02731df | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/28/2024 11:48:23 AM | Namwala Central ward | Maunga saving group | Saving | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many | Strongly_Agree_Likert | We normally plant tree nursuries and give them to farmers and every cooperatives | Strongly_Agree_Likert | We always make plans of creating many alternative livelihoods such as rearing chickens | Strongly_Agree_Likert | For instance the forest department does not allow cutting down of trees and they i sist that every tree cut one should be plannetd due to climate change | Central_Government_Conflict | Strongly_Agree_Likert | Am one of the champions who has been tfained who lookafter protecting the environment | Agree_Likert | They new knowledge cqn only be accepted if the new knowledge has been tested and proven other we will continue using the olde knowledge. We have douts in the new knowledge o it workability | Strongly_Agree_Likert | We learned how to protect as well as the importatnce of the natural resources . In addition we are training the famers as we have beecome champions | Strongly_Agree_Likert | They move in the same direction | Strongly_Agree_Likert | They laws is alw thux we just have to fo,low it nomater what | Strongly_Agree_Likert | We hear them on the radio and the information helps us in implementatio | Farming_About,Other_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | The ""malende"" are protects the environment because some time you can get made when you enter area area of trees of ""malende"". Sometime with out traditional prayers on the rivers o can cat h fish | Strongly_Agree_Likert | We alos report to the distri t commisioner of bad fishing habit and cutting down of trees for chacoal who takes acctio | Harvesting_Period_Norms,Pastoralism_Norms,Fishing_Norms | Strongly_Disagree_Likert | They cannot be changed | Strongly_Agree_Likert | There cultural practices of that can prevent rains from falling if the ""Malende"" has been disturbed | Strongly_Agree_Likert | Strongly_Agree_Likert | We do not do it | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | As long as we are helped with altrenative livelihoods | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | Burning destroys life and everything in it | Agriculture_Areas_Dependent | Our livelihood is based on farming | Strongly_Agree_Likert | Because we know that the natural resiurces would be protected | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | They always come to teach us thus the collaboration has increased ghrouhg training we get from fisheries, agriculture and self help africa | Strongly_Agree_Likert | In the field days we always excahnge the ideas which are organised by agriculture as well as in meetings | Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | We always contfibute small amount of money that we use for avarious activivities su h as buyi g feed for chickens, seedlingd etc... | Strongly_Agree_Likert | The forest and wetlqnds wecan go because there are no tres in the forest. But in the geme park a lisence is neede | Agree_Likert | In wetalands we cut grass for houses and in forest tree for houses unless i the game parks wehre a lisence is needed | Agree_Likert | Only in wetlands we market grass and fish but in the gameparks a lisence is needed. | Strongly_Agree_Likert | They agreemnet are important because at the end we are funding as well as training on the savings. | 8/29/2024 5:20:47 AM | n.namatama_ioer | 12/1/2024 6:27:30 PM | n.namatama_ioer | NaN | Savings | NaN | NaN | NaN | NaN | NaN | NaN | Phone and text messages | NaN | 26.457584 | -15.774120 |
| 80 | 81 | 3db8a039-d5b8-4a76-93db-65f815182c29 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/28/2024 3:30:47 PM | Namwala Central ward | Alternative livelihood | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | The lesons form self africa help to senstise on people on takinh care of natural environment | Traditional_Authority_Conflict | Strongly_Disagree_Likert | There is no one | Strongly_Agree_Likert | Thats new knowledge would help in protecting the environemnt becaue the old one is abosolute | Strongly_Agree_Likert | We have receievd traing from self help africa | Strongly_Agree_Likert | They are the same | Strongly_Agree_Likert | The new laws are welcome because they change some lopholes in the curent regulations | Strongly_Agree_Likert | We always folows it but sometimes it is not exact correct | Animal_Rearing_About | Responsibility_Nature_Express | Strongly_Agree_Likert | NaN | Undecided_Likert | Not sure | Disagree_Likert | The views are not properly accepted because it takes a lot of time to receivec response | Harvesting_Period_Norms,Fishing_Norms | Agree_Likert | NaN | Agree_Likert | There are bad fishing methods as well as people settling in the game parks | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | We are trying to shift to make gardens for our livelihoods | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The fire destroys almost everything | Agriculture_Areas_Dependent | They are a source of source of livelihood | Strongly_Agree_Likert | The new innovation brings new ideas of doing thing while the old things are obsolute | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | We do not receive feedback sometimes ghus reductions | Agree_Likert | Sometomes there are lessons form department of agriculture on how to take care of the animals before they are given to anyone | Strongly_Agree_Likert | For plannibg purposes | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Community_Radio_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Disagree_Likert | I have never been there | Strongly_Disagree_Likert | They only allow people with lisence | Strongly_Disagree_Likert | With lisence | Strongly_Agree_Likert | They are fine because i ahve pased on the five goats that i was iniatially given and i have remained with five which are now mine. | 8/29/2024 5:20:53 AM | n.namatama_ioer | 12/8/2024 5:27:00 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.455770 | -15.757687 |
| 81 | 82 | cfd45ff2-925c-4595-8e19-f7cdc3e84668 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/28/2024 4:44:00 PM | Namwala Central ward | Shomachako saving group | Savings | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | The people were not trusted and people were buying shares in the groupg of which some would have 5 shares while others would only have 1 share and in terms of sharing money those with less shares would want to get more money than those with more shares | Agree_Likert | We had rules that guieded our activities in the rgoup | Disagree_Likert | NaN | Central_Government_Conflict | Strongly_Agree_Likert | Ythere are departments from goverenment that protect as well as neigbourhoods | Agree_Likert | It is is an addition to the urrent knowledfe and we cannot discourd the olad but it will be an addition | Disagree_Likert | No tarai ing reecceievd | Strongly_Disagree_Likert | They are the same | Strongly_Agree_Likert | There woukd be inprovement on the management of the natural resources | Disagree_Likert | I have lees knowlege on the management of the natural resour es | Other_About | Care_Nature_Express | Strongly_Agree_Likert | If care we would not cut the trees and their woukd be lot of rains | Agree_Likert | There is a traidition called ""malende"" that used to maage natural resourecse | Agree_Likert | Because what implemented comes from the grass roots | Fishing_Norms,Burning_Bush_Norms,Pastoralism_Norms | Agree_Likert | When they are changed it is for the better of the environment | Disagree_Likert | There is nothing that i know that can hinder | Disagree_Likert | Disagree_Likert | We do not do it | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Disagree_Likert | When changing to another lifestyle it means that you are starting a new life | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | Land_Agriculture | It causes soil erossion | Agriculture_Areas_Dependent | That where we get food crops for our livehoods | Strongly_Agree_Likert | It improves the managrment of the natural resources as well as inplementation | Agree_Likert | The saving grouo purpise is to empower the members | NaN | NaN | Agree_Likert | From time to time they meet the groups to get the chaleges and discuss how to solve them | Strongly_Disagree_Likert | Nothing | NaN | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Other_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | After saving the money, the loans are given to the memebre which is put into busines to earn provit | Strongly_Disagree_Likert | I do not have influence | Disagree_Likert | Am not directly inolved inthe activities | Disagree_Likert | Am not involved in tbe activities | Agree_Likert | Because it has benefits to both the groups from the agrement that are formulated | 8/29/2024 5:20:57 AM | n.namatama_ioer | 12/1/2024 8:46:46 PM | n.namatama_ioer | NaN | Savings | NaN | NaN | NaN | NaN | NaN | NaN | It is throuhg meetings | From self help africa and experience | 26.451032 | -15.753810 |
| 82 | 83 | 6155e07c-9249-4acb-beb7-b992455d7cef | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/29/2024 6:25:59 AM | Namwala Central ward | Namwala persons with disabilities | Goat rearing | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | When there is a meeting all members attend and we work togather | Strongly_Agree_Likert | They we are interacting with each makes it possible through the meeting | Strongly_Agree_Likert | The peole abhear to the rugulations form the forest where if they are told not cut the trees they do not do it | NaN | Strongly_Disagree_Likert | There are no conflicts in the area because people are law abiding | Strongly_Agree_Likert | Because of climate cahnge it is important to work with new knowledge | Strongly_Disagree_Likert | No training | Strongly_Disagree_Likert | There is nothing | Agree_Likert | The climate change we have to aggree for the safty of the areas | Disagree_Likert | We have not had any training | Animal_Rearing_About | Responsibility_Nature_Express | Strongly_Agree_Likert | It depends to thos that are specialised in the field on how the train us to adapt to the change | Strongly_Disagree_Likert | There is noth8ng | Agree_Likert | We have not submitted any suggestuons | Harvesting_Period_Norms,Pastoralism_Norms | Agree_Likert | Thre are no specific period of haversting in the case of timber but in the cas3 of fish there is a specific period | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Nothing is considered | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | The way things of climate change are it calls for changes | Undecided_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert | Land_Agriculture | The agriculture activities is about uprooting the tree thus distruction of the environment | Forest_Dependent | The area for farming are found in the forest areas | Agree_Likert | It is diffi ult to embrace every time of innovations because the projects that ome with the innnovations come with conditions | NaN | NaN | NaN | NaN | Strongly_Disagree_Likert | They always consider the people who are in government institions while the disable are left out in decision making | Strongly_Disagree_Likert | We do not | Agree_Likert | It helps us plan we with other instututions | Strongly_Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | We are to keeping qnd selling a lot of gooat from the time the project started to finance our livelihoods | Strongly_Disagree_Likert | There are specific department the look after the forest | Strongly_Disagree_Likert | They are protected by sp3cific department | Strongly_Disagree_Likert | 2protected by specific departments | Agree_Likert | The mediators that is the local authority changed the project that was inicially agreed with Scrika of rearing chickens but it was changed to goat rearing | 8/29/2024 7:40:18 PM | n.namatama_ioer | 12/1/2024 1:25:36 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Meetings or word 9f mouth | NaN | 26.424818 | -15.762115 |
| 83 | 84 | 5e00cc7c-350b-4979-a7d0-f7eff1968417 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/29/2024 7:44:00 AM | Namwala Central ward | ShibukoloMPCS | Goat rearing | NaN | SCRiKA_LS | yes | 10to20People_Many | Strongly_Agree_Likert | When we call for a meeting they came to paln gor something like a fish pond | Strongly_Agree_Likert | We arr planning to make a fish pond at thr moment | Agree_Likert | The institution are operation well because some are goveing out goat and chicken while forest department is dedicated to protecting the tree | Central_Government_Conflict | Strongly_Disagree_Likert | There is nothing | Agree_Likert | There is climate change calls for change to knowledge but we can not completely through away the pr3vious knowledge but we have to see if the new knowledge helps | Disagree_Likert | There has never been any lessons | Strongly_Disagree_Likert | Thet are the same | Strongly_Agree_Likert | We are to protect the environemnt through the new laws | Agree_Likert | If there are lessons from meteology we can help to teach the comm ity with regards to how to protect the natural resources | Animal_Rearing_About | Care_Nature_Express | Disagree_Likert | There are are things that can be gotten from the game through a lisence or from the forest thus there is need to take care of them | Strongly_Disagree_Likert | The ""malande "" is not part of protecting the forest | Agree_Likert | There is little help especially if the animals such as crocodile that are trabling the community unless someone has been killed thats tpwhen action is taken serioulsy | Fishing_Norms,Pastoralism_Norms | Agree_Likert | Like in the fishing there is need to have seminars on how to lokk after the cattle | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | As long as there are different alternative livelihoods | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The burning covers a huge area and kills all the biodiversity on it ways | Wetlands_Dependent | That where our cattle graze | Strongly_Agree_Likert | For the protectiin of the environm3nt | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Disagree_Likert | We have been repoerting the breakdown of the boreholes but they are not repaired | Strongly_Disagree_Likert | It hqs not hqppened befores | Strongly_Agree_Likert | For plannjng purpies | NaN | Strongly_Agree_Likert | Agree_Likert | Community_Radio_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | At the monent we can but initially we did not have the knowledge how to take care of the project | Agree_Likert | In those plqces a lisence is neneded | Agree_Likert | A lisence is neneded | Agree_Likert | A lisenece is needed | Agree_Likert | We are always have to plan by ourselves they always un reachable when we would like to be guided on how to implement the projects | 8/29/2024 7:40:25 PM | n.namatama_ioer | 11/30/2024 12:42:45 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.399342 | -15.772558 |
| 84 | 85 | 6ca45965-3902-47b8-9b9e-3a7c85532b41 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 8/29/2024 7:40:30 PM | n.namatama_ioer | 8/29/2024 7:40:30 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.393384 | -15.776200 |
| 85 | 86 | d79e1603-3f3b-49ab-8490-25d2b4a0bb77 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/30/2024 10:35:58 AM | Mbila ward | Nanagwe goat rearing | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Agree_Likert | We are thinking of buying new solar penels so that the borehole can get back into operation after contributions among ourselves | Agree_Likert | We are plqnning to buy a solar panel as well as we are manageing goats | Disagree_Likert | The SCRiKA and forest they help in protecting the environemnt for instance SCRiKA gave us goats while the depar5ment forest protect the the trees | Ward_Development_Committee_Conflict,Central_Government_Conflict | Agree_Likert | CRB helps in giving us informqtion of protecting the wetlands, deforestagion and cutting of trees | Agree_Likert | As long as we have test the two new knowledge qnd if the new one protects the natural resources then we can follow it but if it does not then we will not accept it | Agree_Likert | We have been trqined on how to protect the river from drying through not cutting the trees along the river banks | Strongly_Disagree_Likert | They are the same and always the bye laws we make are the same with the centdal goverenment | Agree_Likert | NaN | NaN | As long as the rule they do not hinder our livelihoods as well as the help in protecting the natural resiurces | Farming_About | Care_Nature_Express | Agree_Likert | As long as the caunge cannoead to the protectiin of the environment like this year we have been afectedby climate change thus cuqnges we hqve mqde in some ares of life livelihoods | Strongly_Disagree_Likert | Tgere is nothing | Strongly_Agree_Likert | There people had complained that the neqr by river was drying because of the gardening activitoes along the river and it eas resolved that a bffer of 100 metres shouod be left | Burning_Bush_Norms | Agree_Likert | There are laws that anyine found burning the bush woukd be prosecuted and this year there has been less bush fires compared to last years | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Agree_Likert | We do not | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Yes because we are depending of the catle we are looking after thus it is easy to change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Wood_Extraction | The making of charcoal mainly focuses on big trees that make a desert in the area | Agriculture_Areas_Dependent | That is where we cultivate as a source of food crops while game parks help's we depend on the ZAWA Officers to give out resources | Strongly_Agree_Likert | It mean the environ3nnt wouldbr protected for intqnce if innivatiin such as cooking stoves tha use less charcoql | Agree_Likert | NaN | Agree_Likert | NaN | Strongly_Agree_Likert | We always work togather and even submitting our requests to the WDC submit oir requewts further the high ranks | Strongly_Disagree_Likert | Has never be3n done | Strongly_Agree_Likert | NaN | NaN | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Agree_Likert | As long as we hqve the same view and visoon we can mqnage to do it | Strongly_Disagree_Likert | The areas are protected and one needs permision | Strongly_Disagree_Likert | There is need for perssii | Strongly_Disagree_Likert | There is need for permiseon | Strongly_Disagree_Likert | When the borehole was completed there was a breakdown of the solar panels and we reported there just promises to fixe but nothing was done. In addition, the depth of the bore is not the same as i the aggreement | 9/5/2024 10:08:31 PM | n.namatama_ioer | 12/8/2024 7:50:39 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through phones | NaN | 26.299226 | -16.096896 |
| 86 | 87 | 4d57c873-2f13-45ec-abcb-218769de8b86 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/30/2024 12:15:47 PM | Mbila ward | Kaunga goat rearing | Goat rearing | Greaterthan16Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Strongly_Agree_Likert | There are no people who envy to go and distroy the forest or kill wild animals | Strongly_Agree_Likert | We knoe the the forsest and animals need to protected thus we can make a plan | Strongly_Agree_Likert | The WDC we work togather in protecting the envirinwment as well as other institutional madated to do so | Traditional_Authority_Conflict | Strongly_Agree_Likert | Commu ity Resource Board(CRB) is one of the ones the teqches the commi ity on how to mqnqge the resources | Strongly_Disagree_Likert | The new k owledge i do not kanow how it will perform and i do not know if i can work with it | Strongly_Disagree_Likert | I ahev not received qny training | Strongly_Disagree_Likert | We always follow the qcts of parliament if we are making laws | Agree_Likert | I have to look qt them if i can work well with them | Disagree_Likert | We information is provided in a format i do not know or that is difficult for me to explai n | Animal_Rearing_About | Care_Nature_Express | Strongly_Disagree_Likert | We cannot cqhnge so thqt the furgure generqtion qn find the nature | Undecided_Likert | I do not k ow | Strongly_Agree_Likert | 2becaues when i call the zawa telli g them that an elephant has been killed they immediately come | Burning_Bush_Norms | Strongly_Agree_Likert | Because this year prohibi g od burning the burn has been on the lips of many and it has reduced the act | Undecided_Likert | I do not know | Undecided_Likert | Undecided_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | NaN | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | If there is no profit in one livelihood I can change to another type of livelihood | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Undecided_Likert | Strongly_Agree_Likert | Wood_Extraction | It destroys the tree if everyone was to cutting trees for energy | Agriculture_Areas_Dependent | We are farmers by nature | Strongly_Agree_Likert | That would help redice on dep3nding on chqrcoal alot | Undecided_Likert | NaN | Agree_Likert | NaN | Agree_Likert | The cahnges that takes who always move around the pleces to show what to do | Agree_Likert | We only do it with the depqrtment of goverenements | NaN | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Community_Radio_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | We can try because we think differently on each and every issue | Strongly_Disagree_Likert | We am found in the pafk i will be asked a lot of quesgions | Strongly_Disagree_Likert | The government is preservong the natural resources | Agree_Likert | If i have a lisence then i cqn market the products | Strongly_Agree_Likert | Thd projects laways help us in our livelihood | 9/5/2024 10:08:36 PM | n.namatama_ioer | 12/1/2024 4:32:39 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.324890 | -16.075701 |
| 87 | 88 | 45e50697-7cb9-467a-87a4-ea1f86bc5352 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/30/2024 2:16:45 PM | Mbila ward | Shandubula borehole | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Agree_Likert | There is not much because people are not adhearing to burning the bush abstenance | Agree_Likert | We have not tottally fa8led to managed the protection of the nature due to sone few individual that are involved in burning the bush | Agree_Likert | They have to work togather rather in i isolation like it is currently happening | Central_Government_Conflict | Disagree_Likert | There is noting | Strongly_Agree_Likert | It takes time to accept new k owledge by peiple withing the comnunity but as time goes the knowkedge can be acceot3d | Strongly_Agree_Likert | I have received training on how to look after the orojects and sensitise the community | Strongly_Disagree_Likert | There os nothing | Strongly_Agree_Likert | The changes of time and acceot new laws that would led to better managemebgement of forests and wetlands | Strongly_Disagree_Likert | I have never come accross that tyoe of infoemtion | Farming_About | Care_Nature_Express | Disagree_Likert | We can influence other to ensure that they take care of the nature | Strongly_Disagree_Likert | There is nothing as everything has been changed to the national goverene,ent | Agree_Likert | Some times we urge the forest to stop cutting down of tree but they continue to issue lisences for cutting doen of trees | Harvesting_Period_Norms,Hunting_Norms | Strongly_Agree_Likert | NaN | Disagree_Likert | There is nothing | Disagree_Likert | Disagree_Likert | Not included | NaN | Disagree_Likert | Material_Connection | NaN | 7to8Years_Long | Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | It is not easy but it is important to change because of climate change where you have to change without taking alternative | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | When trees are cut for charcoal it takes time to grow thus causing climate change and in turn affecting our main livelihood of agriculture | Agriculture_Areas_Dependent | Thats a source of food crops | Strongly_Agree_Likert | Cuanges come always thus they can not be resist because they cannot be reversed | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | When the project or borehorezs were installed the actors never come to enquire what us happeing with the projects but we are own our own | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Community_Radio_Receive,Television_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Disagree_Likert | Strongly_Disagree_Likert | Thix is because most of the projects are not working and the work that was down was of poor standards thus after breakdown we qre unavle to fund the projects ourselves | Strongly_Disagree_Likert | Ther is not proper agreement among the actors even if there is a burn on cutting trees but unformtunately some is goevn a lisence to ut down tree | Strongly_Disagree_Likert | Poor cordination of not following agreements | Strongly_Disagree_Likert | Lack of following agreement | Agree_Likert | The projects never took us anywhere because the work was not properly down by the imp,emeters of the projects were all broken down | 9/5/2024 10:08:41 PM | n.namatama_ioer | 12/1/2024 4:34:16 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.326043 | -16.114674 |
| 88 | 89 | ef353172-d933-423e-a76e-b4b8a6af598c | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/30/2024 4:15:25 PM | NaN | NaN | Mbila ward | Greaterthan16Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Agree_Likert | Some times the boreholes gets damages so we work togather to repair it as a community | Strongly_Agree_Likert | Through tge meeting we contribute to repair the borehole when it gets damanged and everyone contribute some to the repairingbof the project | Strongly_Agree_Likert | They are arewell because sometimes when we have a problem tgey always help us | Traditional_Authority_Conflict,Central_Government_Conflict | Strongly_Disagree_Likert | Tger is nothing | Strongly_Agree_Likert | As long as we are taught and we understsnd it we can stop using tge old because the world is changing | Agree_Likert | The Zawa always come for workworks with tge community | Strongly_Disagree_Likert | Tgey rae not different from what we are taught in the communutg because the reaches follow the same laws from the central givernment | Strongly_Agree_Likert | As long as the are fine or cotributing to protecting the environent | Strongly_Agree_Likert | NaN | Farming_About,Animal_Rearing_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Disagree_Likert | Sometimes they do not follownyour reooert | Pastoralism_Norms,Hunting_Norms | Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Disagree_Likert | NaN | Nature_Protection_Purpose | NaN | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Our livelihood depends on farming as our main activities | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | NaN | Agriculture_Areas_Dependent | Thats were food comes from | Strongly_Agree_Likert | They bring develooent in our livelihood as well as protecting the environm3nt | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | We have meetingbamong selve with different stakehooders | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | When we hqve a probl3m we can ask the governmentbto assit us | Strongly_Disagree_Likert | We are into farming | Strongly_Disagree_Likert | We habpve no need of going in the forst but just to work in the garden for farming activitie | Strongly_Disagree_Likert | We are into farming | Agree_Likert | They agreement is not fully complied because some items such a batteries missing thay have to the incubators functiin properly | 9/5/2024 10:08:46 PM | n.namatama_ioer | 12/1/2024 1:33:25 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Tgrought meetings | NaN | 26.313424 | -16.154842 |
| 89 | 90 | 3d0ef51c-f035-44ad-8ea8-c63f874d208b | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/31/2024 5:45:47 AM | Mbila ward | Mabula borehore | Gardening | NotApplicable_Size | SCRiKA_LS | yes | 30to40People_Many | Agree_Likert | They protect the trees a little bit but the other biodiversity we do not take care of them | Agree_Likert | In the forset we can manage but in the park there peopel who are required | Strongly_Agree_Likert | There are no difficulties in working with thus there is no need of changing them | Ourselves_Conflict | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | We can change with how the climate is chhangeing to fit the current epseetings | Strongly_Disagree_Likert | There are no training | Strongly_Agree_Likert | They are the same | Agree_Likert | When time passes there are changes thus we need to fit with the cirrent situatio | Agree_Likert | When we are taught we can be able to interorete the information and follow it | Farming_About | Care_Nature_Express | Agree_Likert | we can stop caring vor nature, the nature can bring in income from tourists as well as the future generation to know how the animals look like | Disagree_Likert | There is noth8ng at the monent | Undecided_Likert | We have not taken anything befores | Burning_Bush_Norms,Pastoralism_Norms | Strongly_Agree_Likert | When we put laws they can be changed | Strongly_Disagree_Likert | There is no such things | Undecided_Likert | Strongly_Disagree_Likert | We do not include | Nature_Protection_Purpose | Strongly_Agree_Likert | NaN | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Changing is difficult but when you get used it is fine | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | If the trees are cut the environment would be destroyed and the air quality would be bad | Agriculture_Areas_Dependent | Thats where we get food for eating or our livelihood | Strongly_Agree_Likert | They can help us in developing the area | Agree_Likert | NaN | Agree_Likert | NaN | Agree_Likert | During the meeting we meet and coperate | Strongly_Disagree_Likert | There is noth8ng | Agree_Likert | NaN | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | It can be done but the difficulty is beacuse some people have diffrenct capacity in the amount of money thry have. As well as committed from the members | Strongly_Disagree_Likert | We do not have unless we have a permit to go in the park and forest but for the fish we cann accees if the fish burn is uplifted | Strongly_Disagree_Likert | Lisences | Strongly_Disagree_Likert | Lisences | Agree_Likert | The agreement is there so that what you do so that you can go foreward in lmplementing it. There is a problem because the contractors did not drill the borehole very deep anc well the water pump was automatic thus it was runing even the level of water wen | 9/5/2024 10:08:52 PM | n.namatama_ioer | 12/1/2024 4:35:21 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Throught the phones | NaN | 26.310306 | -16.219558 |
| 90 | 91 | 87074696-080f-4720-8339-e87047641880 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/31/2024 8:06:13 AM | Mbila ward | hikolo borehole project | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Disagree_Likert | We have interest for gardening and not poaching animals in the forest or game parks | Strongly_Disagree_Likert | There is need to be asisted with the delartments in charge of mqnageing thr natural for us to br able yo do it as well as been taught what to do with regards to the laws | Agree_Likert | The institution are working but there is corruption such that laws breakers are not prosecuted | Ourselves_Conflict | Strongly_Disagree_Likert | Thete is nothing | Strongly_Agree_Likert | We would like to change the way we do things by having new knowledge | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | We only follow the government laws | Strongly_Agree_Likert | When the government makes a law, theh we have to follow it becquse the government always makes alaws that benefits the ommunity | Strongly_Agree_Likert | We are able to interprete it | Farming_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | The the agriculture the hear us but the other departments they do not | Harvesting_Period_Norms,Pastoralism_Norms | Disagree_Likert | There is a specific period for harvesting | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing included | NaN | Strongly_Disagree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Because we are always depending on farming thus a change would lead us to access through that we do not have currently | Strongly_Disagree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | When you cut trees the rainfall will reduce that will lead to animals dying of thirst | Agriculture_Areas_Dependent | Where we cultivate, that is were we get crops | Strongly_Agree_Likert | The nwe innovations will hanged everything and bring in development | Agree_Likert | NaN | Agree_Likert | NaN | Strongly_Agree_Likert | There a lot of lessons that we lern that up grade us in the livelihoods | Strongly_Disagree_Likert | We do nt exchange | Strongly_Agree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Disagree_Likert | At the moment we cannot do it | Strongly_Disagree_Likert | In the forest and game parks there are lisences they use and us here we do not have | Strongly_Disagree_Likert | We do not have acces to the linsences | Strongly_Disagree_Likert | We do not have acess to the lisences | Disagree_Likert | The bore was not made as a stadard where three panels where given instead of four qnd the deepth of the drjlled borehole was not that deep and it has affected our projwct | 9/5/2024 10:08:57 PM | n.namatama_ioer | 12/1/2024 6:33:35 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | We aleqys have meeting with them | NaN | 26.346084 | -16.228196 |
| 91 | 92 | 51a4ae5e-938b-4e52-ad1f-71f215c3fea6 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/31/2024 9:09:09 AM | Mbila ward | Makumucha Dip Tank | Dipping cattle | 4to8Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Agree_Likert | There are always meeting to discuss how to buy medicine for dipping animals but we are always unable to reach an agreeemnet | Strongly_Agree_Likert | There is an organisation that ome tha taught us how to take care of the natural resources | Agree_Likert | Therd are animals such as hynas and there is no repsonse from zawa | Ward_Development_Committee_Conflict,Local_Authority_Conflict | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Tnd new knowledge can help in future prevent some problems | Strongly_Disagree_Likert | There is never been a traing | Strongly_Disagree_Likert | They are the same | Strongly_Agree_Likert | The laws woukd help futurd generation to meet their needs from ghe natural resources | Strongly_Agree_Likert | Am the headman ghus am the leaders who is expected to interprete tne i formation in the area | Farming_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | We have not gaken any idea | Harvesting_Period_Norms,Hunting_Norms | Strongly_Agree_Likert | NaN | Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | We are always focused in agriculture thus it is a little bit difficult to change | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | There is no clear law that prevents people from being scared of burning the bush | Agriculture_Areas_Dependent | That is were food and income come from to help us | Strongly_Agree_Likert | They can help protect the trees and other natural resouces to prevent clinmate change | Agree_Likert | NaN | Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing that is happeing i terms of our project | Strongly_Disagree_Likert | We eo not do it | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | LocalAuthority_GetKnowledge | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We cannnot manage thats the reason that the project is unfunctional | Strongly_Disagree_Likert | The laws does not qlow | Strongly_Disagree_Likert | The law does not qllow | Strongly_Disagree_Likert | The laws does not allow | Disagree_Likert | There is no comu ication with scrika to that we can solve the proble thag we have at the moment | 9/5/2024 10:09:00 PM | n.namatama_ioer | 12/8/2024 7:51:56 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through meetings | NaN | 26.344338 | -16.231745 |
| 92 | 93 | dea85286-a34b-4be9-b860-b655abf03163 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/31/2024 10:05:48 AM | Mbila ward | Twapenga goat | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Agree_Likert | Everyone doing gardening and also their animals come tp drink from the borehole | Strongly_Agree_Likert | When we have a problem we call for a meeting and we discuss thr solutiin togather | Agree_Likert | The are some laws that are not effectively implemented such as burnjng tge bush | Ourselves_Conflict | Disagree_Likert | There is no one who teaches us | Strongly_Agree_Likert | Tgere 8s climate change thus new kniwledge cqn help pr3v3nt climate change | Strongly_Disagree_Likert | Ther is nothing | Strongly_Disagree_Likert | Tgere is nothing | Strongly_Agree_Likert | Tgere is always change in how we vieww and mange the world | Strongly_Agree_Likert | We know how p looj after the aniqmqls thus we van mqnage | Animal_Rearing_About | Care_Nature_Express | Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | There is n9thing | Harvesting_Period_Norms,Burning_Bush_Norms | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Agree_Likert | No answer | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | No answer | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Uncontrolled_Grazing | NaN | Agriculture_Areas_Dependent | Thats where we get maize our staple food from farming | Agree_Likert | The new innovation help in the develop because of different endowments of diffrent areas | Disagree_Likert | NaN | Strongly_Agree_Likert | When we get stack the we get help fromnthe governemnt | Strongly_Agree_Likert | When tgere governent says anything we always do it | Disagree_Likert | We have not done it | Strongly_Agree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive,Television_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Disagree_Likert | The borehole got distroyed thus we had to repair it asa community on the pump which go burnt | Strongly_Disagree_Likert | It is very far | Strongly_Disagree_Likert | We not have lisences | Strongly_Disagree_Likert | We do not have lisencs | Agree_Likert | They agreements are mportant for implemetation of the project | 9/5/2024 10:09:05 PM | n.namatama_ioer | 12/1/2024 6:36:31 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Meetings | NaN | 26.348513 | -16.223844 |
| 93 | 94 | 9406b8ab-2f1e-4686-823a-ebb772495a61 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/31/2024 11:17:00 AM | Mbila ward | Muchenje Poultry | Poutry rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Agree_Likert | People do not have knowledge on the protection of the forest, national parks but there is care on the animals for instance small elephants where found in the community and Zawa was called to pick them up | Strongly_Agree_Likert | There is no problem in taking care of an8mals but there is a problem of cutting trees along the river banks andnthere is behaviral cahnge | Disagree_Likert | They institutuons had meeting and we were sentised on how to take of natural and the diffrent i stititions are working togather | Ourselves_Conflict | Disagree_Likert | There is nothing | Strongly_Agree_Likert | The new knowledge is accepred becquse it brings innovations because the wildlife brings in come from gourist | Strongly_Agree_Likert | We have been trqined befores | Strongly_Disagree_Likert | They are are the same | Strongly_Agree_Likert | Sk theta the environemnt can be improved | Disagree_Likert | I cannot manage to i terperete the infoamation | Other_About | Care_Nature_Express | NaN | NaN | Disagree_Likert | There is nothing | Agree_Likert | They are not fully comploed with | Burning_Bush_Norms | Strongly_Agree_Likert | NaN | Agree_Likert | NaN | Agree_Likert | Agree_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Experiential_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | I would prefer to shift to gardening that other activities | Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Land_Agriculture | NaN | Agriculture_Areas_Dependent | We are keeping birds and gardening thus the forest can be protected as well as the animals | Strongly_Agree_Likert | Aslong the bring improvemntment amk g the people un tberaea | Agree_Likert | NaN | Agree_Likert | NaN | Agree_Likert | They work has remaind the same | Strongly_Disagree_Likert | We were given malfictional incubator thus it has not been working form inceotion and thus we cqnnot shqre ideas with anyone | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | WithinOurselves_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | We can do it but we cqn be limited with funds on the part of buying a borehole | Strongly_Disagree_Likert | You need a lisence | Strongly_Disagree_Likert | There is need of a lisence | Strongly_Disagree_Likert | There is need of a lisence | Agree_Likert | The peopel who brought the project did not do a good job such such that the tank got torne , the size of the pump does not pull a lot of water and the solar penels are not pwerfull. We had to rempve a salor panel from the incubator to i clude it to the bo | 9/5/2024 10:09:11 PM | n.namatama_ioer | 12/1/2024 6:38:40 PM | n.namatama_ioer | NaN | Poutry raeaing | NaN | NaN | NaN | NaN | NaN | NaN | It is throught word of mouth | NaN | 26.363064 | -16.234038 |
| 94 | 95 | 9d3ed1e2-16e7-4cb4-86b0-c96e894c68fb | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/31/2024 11:58:47 AM | Mbila ward | Twambo bee keeping | Bee keeking | Greaterthan16Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Agree_Likert | When we say lets work togather as members, everyone comes to do the activities planed | Strongly_Agree_Likert | We can plan we like fixing the beehuves that are broken so that the project can continue | Strongly_Agree_Likert | The animals are well protected as well as yhe wetlands | Ward_Development_Committee_Conflict | Agree_Likert | We ask the ouncil when we face chaleneges of taking care of the environment | Strongly_Agree_Likert | As long as we learn the new one so that we comapare and discard the old p e | Strongly_Agree_Likert | Because we have already learned to do some of the work | Strongly_Disagree_Likert | There os nothing | Strongly_Agree_Likert | The new things are important because they bring diversity | Strongly_Agree_Likert | Because we are seeing things are changing like climate change | Honey_production_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Hunting_Norms,Burning_Bush_Norms | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Thee is nothing | Agree_Likert | Agree_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | If the change leads to a better life it can be easy | Agree_Likert | Agree_Likert | Agree_Likert | NaN | Undecided_Likert | NaN | NaN | Forest_Dependent | That were we are found | Strongly_Agree_Likert | They bring development to the area | Agree_Likert | We need to protect the trees near the river to prevent the river fro drying | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Beacuse of how the environment is working | Strongly_Agree_Likert | We take the ideas | NaN | NaN | NaN | NaN | Agree_Likert | Community_Radio_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Agree_Likert | When small thing break down we are able to fix so that the borehole is functional | Agree_Likert | When i get a lisence | Agree_Likert | With a lisence | Agree_Likert | With a lisence | Strongly_Agree_Likert | This is because people come like ""resercher"" who come to see if the thong are functioning properly that helps us as well | 9/5/2024 10:09:16 PM | n.namatama_ioer | 12/1/2024 6:39:29 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.333188 | -16.217350 |
| 95 | 96 | 80d9bf46-39e1-4f0d-8c8a-15adceab5534 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 8/31/2024 3:10:57 PM | Mbila ward | Nakaalanta borehole | Geradening | NaN | SCRiKA_LS | yes | 30to40People_Many | Disagree_Likert | When the tank was working we were focused on gardening but now we are not doing anything | Disagree_Likert | We divided such that we rearly agree on one thing for managment of the natural resources | Agree_Likert | The WDC have a lot of work while CRB are trying to ensure that natural resoureces but they lack transport. The hynas are affecting the qnimals in the commu ity but the zawa is not effectively support in curbing the situation | Traditional_Authority_Conflict | Strongly_Disagree_Likert | There is no champions but community leaders ensure that things are not distroyed | NaN | At the moment we need new knowledge becquse of some countries they monitor the an8mals using technical for easy feedback and decision making of the animals are attached in the national game parks for the purposes of comparting crime | Disagree_Likert | There is nothing on animals but how to protect the forest which was held at the chiefs palace | Strongly_Agree_Likert | They are the same | Strongly_Agree_Likert | As long as they suit the envirobnment and do not distroy the natural resiurces | Strongly_Agree_Likert | As long as we are given guidlines or notes on the informatio | Farming_About | NaN | Agree_Likert | NaN | Disagree_Likert | We are following the technology because this time we are called a christian nation thus we have abardoned culture | Agree_Likert | The views are presented to the WDC and Councillor but we do not know if they reach the government and there is slow qnswers | Harvesting_Period_Norms,Burning_Bush_Norms | Strongly_Agree_Likert | NaN | Agree_Likert | There is lack of support to the WDCS and CRB to the local community to protect the environment. The licenses are given to investors to cut down trees but the community do not benefit from the sale of the trees but the only tradition authority benefits | Disagree_Likert | Agree_Likert | They are considered because the thatched roof, using poles for the cattle craw are some of the cultural aspects that are difficult to change unless people have enough money | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 7to8Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | If there are some guidelines to assist in changing the livelihood | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | The huge land is cleared for gardens | Agriculture_Areas_Dependent | Source of food crops | Strongly_Agree_Likert | The can bring new developn3nt in terms of protecting the trees or other natural resources | Agree_Likert | NaN | Agree_Likert | NaN | Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Community_Radio_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Agree_Likert | If there there is a good managemnt which is reliable | Strongly_Disagree_Likert | Unless with a lixence | Strongly_Disagree_Likert | Unless with a lisence | Strongly_Disagree_Likert | Unless w8th the lisence | Disagree_Likert | At first that was tje though but poor management is making it difficult to implement | 9/5/2024 10:09:24 PM | n.namatama_ioer | 12/1/2024 4:38:14 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.307820 | -16.168906 |
| 96 | 97 | 5be238cc-8980-4aa1-ad01-0f07bbd29e17 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/1/2024 5:31:18 AM | Mbila ward | Mikimutuba birehole | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | We always maintain the borehole and work togather | Strongly_Agree_Likert | We can do so that the rainfall can be enought in the next sewsons | Strongly_Agree_Likert | The natural resiurces at tye momentvare not distroyed like long ago | Ward_Development_Committee_Conflict | Strongly_Agree_Likert | Tgere are is community resource board(CRB) and VAG(*Vilkage associatiin group) tgat tqkes care of tge aimlas and game parks | Strongly_Agree_Likert | Things are cahnging everytime so we want to leqrn new things | Disagree_Likert | We only had meetings but no trainung | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | The laws can help us suit the life curr3ntly of climate change | Strongly_Agree_Likert | We can do it so tgat we change our way of life | Farming_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nithing | Strongly_Agree_Likert | Some of our views are being implemented at the moment | Pastoralism_Norms,Burning_Bush_Norms | Agree_Likert | It can be changed but proole are lackingbnkwledge on thr importatnce of butning tge bush thus senstisatiin us needed | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Disagree_Likert | Not included | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | It is but currently there is drought thus difficult to change | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | It is a continuous process of cutting tree for charcoal thus it destroys the landscape | Agriculture_Areas_Dependent | The wetlands are dry thus, we depend on agriculture for food crops | Strongly_Agree_Likert | So tgat life can gi since the environment has been distroyed | Agree_Likert | NaN | Agree_Likert | NaN | Agree_Likert | Only WDC the others it has not | Strongly_Disagree_Likert | We do not | Agree_Likert | We get information on hownto protecte the environment | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Disagree_Likert | Agree_Likert | Only for maining the project through contributions | Strongly_Disagree_Likert | We only have in the wetland and not in game parks qnd forest | Strongly_Disagree_Likert | We do not have rights | Strongly_Disagree_Likert | Because we do not go there to harvets | Agree_Likert | The borehole was a domestic use and not commercial thus it is not affective to implement the projects | 9/5/2024 10:09:30 PM | n.namatama_ioer | 12/1/2024 6:40:58 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through meetings | NaN | 26.305615 | -16.187363 |
| 97 | 98 | 2709ba7e-8019-43a0-9990-7517bf049f8f | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/1/2024 6:55:30 AM | Mbila ward | Mutwe Mano poutry | Rearing chichen and incubators | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | We strated cultivating when the borehole was working and no was going for poaching or cutitng down trees | Strongly_Agree_Likert | The CRB always to discuss how to take care of the forest, natiinal parks and wetlands | Strongly_Disagree_Likert | They are nit functiins well becausebthey are not showing the work properly to the peoole | Ourselves_Conflict | Disagree_Likert | There is nothing but the CRB at some points in time | Strongly_Agree_Likert | Tge old knowledge is not bring any benefits thus canaccept tge new knowledge | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Tgey are the same | Strongly_Agree_Likert | The poeople work are i charge they are not explaining to us the laws claerly and what we shouod do | Strongly_Agree_Likert | They can help us plan as well as bring develoomenr | Farming_About | Care_Nature_Express | Agree_Likert | NaN | Agree_Likert | They are inckuded but they do npt happen in thr management | Disagree_Likert | They are not because nthing is ben done to reeokve tgem | Fishing_Norms | Disagree_Likert | Tgats wher we get our luvelihood | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | Nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | I do not know because the livelihood I would change might be worse than the current one | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The rainfall will reduce and there would be too much wind as well as climate change | Agriculture_Areas_Dependent | Thats where get crops for food | Strongly_Agree_Likert | Tgey protect tge natural resources in safe sityatiin | Agree_Likert | NaN | Agree_Likert | NaN | Disagree_Likert | Tgere is ni cordinatiin bacuse our borehols are not working | Strongly_Disagree_Likert | Tgere is nothing | Agree_Likert | It helps plan | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | WithinOurselves_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | So that we can get profit from the project | Strongly_Disagree_Likert | They araas are prohited | Strongly_Disagree_Likert | It is prohibited | Strongly_Disagree_Likert | It is prohibited | Strongly_Disagree_Likert | It is not going well because from the time 8t star5ed tgenproject has never worked | 9/5/2024 10:09:36 PM | n.namatama_ioer | 12/1/2024 6:41:53 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | We do not recieve any invormatiin because the projects are not working | NaN | 26.293623 | -16.219976 |
| 98 | 99 | c920975d-0b9f-4bb0-8daa-483f51217923 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/1/2024 9:17:56 AM | Mbila ward | Munyinga cattle reatpring | Dip tanknfor cattle | 4to8Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Strongly_Agree_Likert | We have a committee that looks or ensures that the grass is not burnt for purposes of grazing animals | Agree_Likert | We always chase away tge hynas that come to out commun8ty without killing an incation of protecting animals | Strongly_Agree_Likert | The institutions is fine because it is helping us protect the natural resources if we were left alone tge nature woukd have been distroyed | Ward_Development_Committee_Conflict | Strongly_Agree_Likert | We have village Area group(VAG) and CRB that assitin protecting the natural resources | Agree_Likert | I have to see if tye new knowledge is good than the old one than i can change | Strongly_Agree_Likert | I was a CRB as well as a VAG memeber who was trained for tge activities | Strongly_Disagree_Likert | There is nithing | Agree_Likert | Fitrst i have to see how it would operate | Strongly_Agree_Likert | Every time we have meeting we discuss tyeprotection of the natural resiurces | Animal_Rearing_About | Care_Nature_Express | Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | They always make a folow onnevery viewvthat insubmit | Harvesting_Period_Norms | Disagree_Likert | We are famers thus tge croos canjot be leaft in the fields becuae they might be eaten by animals | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | Nothing | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | It can be changed with dependency to climate change | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | When the trees are reduced we are going to have a problem with the rainfall | Agriculture_Areas_Dependent | That were food is gotten and a borehole can be sank | Strongly_Agree_Likert | It can help reduce deforestaion | Disagree_Likert | We did not know how to run the project when it was given to us | Agree_Likert | The national policy is stringervthan mynprinciples | Disagree_Likert | Tgr projectiin has not been inopertionnvot a long time thus there is a challenge of collaboration | Strongly_Disagree_Likert | There is no university | Strongly_Agree_Likert | We have seen tge challeges this of climate change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Agree_Likert | Strongly_Disagree_Likert | We do not have money | Strongly_Disagree_Likert | I need to have a licence to vist | Strongly_Disagree_Likert | A licence | Strongly_Disagree_Likert | A licence is neded | Agree_Likert | We have some weakneses in the people because some people would wqnt to use their own inniciatieves that the directives that were given | 9/5/2024 10:09:41 PM | n.namatama_ioer | 12/8/2024 7:23:50 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through phones | From SCRiKA, COMACO and COCA that trains the communuty | 26.232235 | -16.126901 |
| 99 | 100 | 0365c2b3-ebd4-47c5-be16-b0cb2bd9142d | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/1/2024 10:19:05 AM | Mbila ward | Yomena borehole | Gerdening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 9/5/2024 10:09:46 PM | n.namatama_ioer | 11/30/2024 12:43:45 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.209980 | -16.124326 |
| 100 | 101 | 3e507e5c-9436-4cde-8001-3ecc66d865bf | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/1/2024 3:14:11 PM | Luubwe ward | Muntu Monzo goat rearing | Goat rearing | Greaterthan16Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Strongly_Agree_Likert | They the group member are not interfering because it it is 30 km away | Strongly_Agree_Likert | There is a group in the vilalge the manages the forest and animals in the game parks | Agree_Likert | The elephants sometime they come to the community to distroy as well as as bring ste flies | Traditional_Authority_Conflict | Strongly_Agree_Likert | From government department as well as WDC and VAG | Strongly_Agree_Likert | It is a world of evolvingbtechnopogy the knowledge can be cganged becquse there are other ways of looking at the surrohnding | Disagree_Likert | There people who conduct meeting on the the impoattance of natural resiurces | Strongly_Disagree_Likert | There no vontractdiction but poeple just disbey the laws | Strongly_Agree_Likert | As long as it is to the advatage of the community | Strongly_Agree_Likert | As long as we are able to read the information it can be explained to the peoplel | Animal_Rearing_About | Care_Nature_Express | Strongly_Agree_Likert | Because we are enjoying fresh air as comparedbto the capital city lusaka | Strongly_Agree_Likert | The traditional leaders are invooved in the protection of the environ3nt. This year we have a terrible droughtbwhich is q wake callmto everyone to protect the environ3nt | Strongly_Agree_Likert | Everyone is involved thus is invooved due to the disater that we have thus everyone has annopen earbto each other views | Pastoralism_Norms,Fishing_Norms,Harvesting_Period_Norms | Strongly_Agree_Likert | If there are other technic that imprvebthe living standards they can be changed | Strongly_Agree_Likert | Some people still want to lead a life of hunting and the use of mosquito nets for catching fish | Strongly_Agree_Likert | Strongly_Agree_Likert | The project is bettering our lives | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | As long as there are more advantages than disadvantages as well as technology allow it to be done | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | There are a lot of famers thus it is the major contributor | Wetlands_Dependent,Forest_Dependent | Animals graze in the forest and wetland and houses are made from trees from the forest | Strongly_Agree_Likert | They add to the value of our lifes | Strongly_Agree_Likert | The group wre given respnsibilitie and tgts the reason it is still working | Strongly_Agree_Likert | As long as the policies add valuento our lifes | Strongly_Agree_Likert | The collaboration has lead to buiodingba school from the money raised fromthe national,parks | Strongly_Disagree_Likert | There are no universities and very view came here | Strongly_Agree_Likert | The drought of thie year is a work up call and in some boreholes there is no water coming because the water levels jave gone down | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Community_Radio_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Disagree_Likert | We do not have money for instance if there is damage to the tank we cannot repair it | Agree_Likert | We have access to wetalnds | Agree_Likert | Unless with a license from the gameparks and forest | Agree_Likert | Yes from wetlqnds such as fish but from forest and game parks youu ned a license | Agree_Likert | The agrrements are not adequate because only four pr9jects were implemented in the ward whi h is a drop in the ocean agaist the population | 9/5/2024 10:09:52 PM | n.namatama_ioer | 12/8/2024 7:33:09 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.295162 | -15.830841 |
| 101 | 102 | c475ac24-182c-4c24-b0f8-35cce4271812 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/1/2024 4:28:23 PM | Luubwe ward | Inkabe yalaangana goat | Dip tqnk and gaot reatpring | 4to8Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Agree_Likert | There is cordination among ourselves the because there is always a meeeting | Agree_Likert | We are able to takencare of the animals and forest | Strongly_Agree_Likert | They work well | Traditional_Authority_Conflict | Agree_Likert | As long as there are people to teach them | Strongly_Agree_Likert | Learning the new things is importnat because the world is cjangingwe do not have | Disagree_Likert | NaN | Strongly_Disagree_Likert | They are are the same and we are taught the same | Strongly_Agree_Likert | Becquse tuey have change thus we jave to acceot them | Strongly_Disagree_Likert | We do not have the knowlefe | NaN | Care_Nature_Express | Agree_Likert | NaN | Disagree_Likert | Therevis noth8ng | Agree_Likert | NaN | NaN | NaN | NaN | Agree_Likert | NaN | NaN | NaN | NaN | NaN | Agree_Likert | Material_Connection | NaN | NaN | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | NaN | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | NaN | Agriculture_Areas_Dependent | We are farmers | Agree_Likert | NaN | Agree_Likert | NaN | Agree_Likert | NaN | NaN | NaN | Strongly_Disagree_Likert | There are people who look after the qnomals | NaN | NaN | NaN | NaN | Agree_Likert | Community_Radio_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | NaN | NaN | Strongly_Disagree_Likert | We do not know how it works | Strongly_Disagree_Likert | We do not know how it works | Strongly_Disagree_Likert | We do not know how it wokrs | Strongly_Agree_Likert | They are fine because we are using them | 9/5/2024 10:09:57 PM | n.namatama_ioer | 12/1/2024 6:43:18 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.291312 | -15.824643 |
| 102 | 103 | cd0cba92-307f-4466-a027-a3565c3da0cc | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/2/2024 5:38:01 AM | Luubwe ward | Luubwe Livestock Centre | Dipping and gerdening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Agree_Likert | We look after them properly because no one disturbes them | Strongly_Agree_Likert | We always prevent mis ussing natural resourcesthere | Strongly_Agree_Likert | There is no one that distroys the environemnt in natural resource areas | Ward_Development_Committee_Conflict | Strongly_Agree_Likert | There is a group at community level | Agree_Likert | As long as they come to teach us | Disagree_Likert | Yhere is nothing | Strongly_Disagree_Likert | They are the same | Strongly_Agree_Likert | It is the law that comes from the government this it has to be accepted | Agree_Likert | We are able but peopel do not just want to abit by the i fomatio | NaN | Care_Nature_Express | Strongly_Agree_Likert | NaN | Disagree_Likert | There is nothing | Strongly_Disagree_Likert | There views on the management of the borehole but we have no response | Hunting_Norms,Food_Taboos_Norms | Agree_Likert | NaN | Disagree_Likert | NaN | Agree_Likert | Disagree_Likert | NaN | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | But we only depend on the forest and wetlands | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Land_Agriculture | Source of livelihood such as crops | Forest_Dependent | Thats were our animals feed | Strongly_Agree_Likert | They help reduce distruction the natural resources | Agree_Likert | NaN | Agree_Likert | NaN | Strongly_Disagree_Likert | There are a lot of diagreemnt among the group members of the committe and at point there were two committes for the same group | Strongly_Disagree_Likert | There ate no universoties | Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Community_Radio_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | When we are helped we cqn | Strongly_Disagree_Likert | We do not have license | Strongly_Disagree_Likert | We do not have the license | Strongly_Agree_Likert | We do not have the licese | Disagree_Likert | From the time the project was given they people we have never seen them again | 9/5/2024 10:10:03 PM | n.namatama_ioer | 12/1/2024 6:43:51 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.282927 | -15.820853 |
| 103 | 104 | 6f9c67af-dc05-4ec8-b2e2-54859cc904d3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/2/2024 8:25:01 AM | Luubwe ward | Maubi Cattle restocking | Dipp tank | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Agree_Likert | The animals are protected but there peopel who are given licenses to cut all the trees whom we cannot stop because they have been authoriswd by the goverenement | Agree_Likert | There are traditional leaders that can guid to protect the natural resources but they challenges with people who are given license to cut trees | Disagree_Likert | There is need to work togather by allk cigizens to ensure the environemnt is protected | Traditional_Authority_Conflict | Strongly_Disagree_Likert | There is nothing | Agree_Likert | The are tradirional leaders need to be included because they can hinder the progrees because the lqnd is theirs | Disagree_Likert | There are not training | Disagree_Likert | They are the same | Agree_Likert | We want to pr3vent natural resouces from diatruction | Agree_Likert | If we are given the manade we can i terprete | Animal_Rearing_About | Care_Nature_Express | Agree_Likert | NaN | Disagree_Likert | There is nothing | Agree_Likert | They receive the views and the help to chase away the crodiles and elephants. The WDCs receive our complaints who chanell them to the DC office | Pastoralism_Norms | Agree_Likert | NaN | Agree_Likert | The traditional leaders prohibit people from making decision and some sell the land to people that lead to destruction of the environment even if people do not agree with the headman. The headman say it is his land and he can sell it to whom he wants | Disagree_Likert | Disagree_Likert | There is nothing | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | The natural resources were given to us by God and we depend on roots from trees for medicine and other fruits | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | Land_Agriculture | NaN | Wetlands_Dependent,Forest_Dependent | The animals graze in the wetlands as well as in the forest | Strongly_Agree_Likert | It help reduces depebncy on natural resources | Agree_Likert | NaN | Agree_Likert | NaN | Disagree_Likert | There is lees monitoring on the project beacause by it has not been xompltely funded as there is no cattle given and we are still wait8ng for it. Some parts of the agreement su h as training on on how to dip animals but is was not done | Strongly_Disagree_Likert | We cannot do it beacuse the project is not working properly | Agree_Likert | NaN | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Community_Radio_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Strongly_Disagree_Likert | We cannot mqnagement | Agree_Likert | We always pass through the forest, game parks and wetlands becaus e of the roads to pass through | Strongly_Disagree_Likert | They are governement properties | Strongly_Disagree_Likert | Tney are goverenment propwrtoes | Agree_Likert | The agreement of fee paying is fipuctioning a bit that heepls to repair the borehole when it is damaged | 9/5/2024 10:10:08 PM | n.namatama_ioer | 12/1/2024 6:44:22 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.298931 | -15.803228 |
| 104 | 105 | b21a98c3-3687-4b21-892d-d01c5c8cf3eb | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/4/2024 7:25:38 AM | Omba ward | Tunjile Goat Structure | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Agree_Likert | When the hand pump is broken or the bore is broeken we contribute money to fix it | Agree_Likert | So tgat the forest are protected | Disagree_Likert | They are just f8ne they di not needvto change | Traditional_Authority_Conflict | Strongly_Agree_Likert | 5here peopelmwho train us on the importance of protect8ng the environemnt | Agree_Likert | We woukd not wqng to completely chnage but to add go the exist8ng knowledge | Strongly_Agree_Likert | Thre are meet8ng where they advice not yo burn the forest as well as protect the environment | Strongly_Disagree_Likert | They are tye same | Strongly_Agree_Likert | There earier laws we cacpeted it as well as it brings development | Disagree_Likert | We do not know how to trqnslated or know anyth8ng about it thus we need to be taught | Farming_About | Care_Nature_Express | Agree_Likert | NaN | Disagree_Likert | There 8s noth8ng | Disagree_Likert | NaN | Harvesting_Period_Norms | Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Disagree_Likert | They are under the control of the Chief who can make changes to them | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | If we are changing to the better one | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Land_Agriculture | We are farmers | Agriculture_Areas_Dependent | Thats were we get our income | NaN | NaN | Disagree_Likert | We do not know how to use the new innovations | Agree_Likert | NaN | Strongly_Agree_Likert | We always follow what the say | Strongly_Disagree_Likert | There is nothing | Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Community_Radio_Receive | Agree_Likert | WithinOurselves_GetKnowledge | Agree_Likert | Disagree_Likert | We would like to be helped | Strongly_Disagree_Likert | The laws prohits | Strongly_Disagree_Likert | The law prohitst | Strongly_Disagree_Likert | The law prohibits | Agree_Likert | If they are completely they can do it | 9/5/2024 10:10:13 PM | n.namatama_ioer | 12/1/2024 6:45:02 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.287790 | -16.504770 |
| 105 | 106 | c173ae96-0fc6-4604-b018-848dd8d0d1f7 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/4/2024 8:52:51 AM | Omba ward | Mmbiza solar powered | Gerdening | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Agree_Likert | Theye do not go into the game parks to kill the animaos as well as kill them | Agree_Likert | There some peopel withing the group that can accept to protect the environemnt | Agree_Likert | Some some institutoons that do not follow the rules and some institutions services do not reache us | Ourselves_Conflict | Strongly_Disagree_Likert | There is no one | Agree_Likert | There are vafiation in the group becquse some are more knowlagable than others | Strongly_Disagree_Likert | We have not recieved | Strongly_Disagree_Likert | They are the same | Strongly_Disagree_Likert | The old laws are okay | Agree_Likert | Some peopel can manage while others cannot manage | NaN | NaN | Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | The views are not acceoted because we always report that hynas attache our animals in the village but nothing is bee done | NaN | Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Disagree_Likert | NaN | NaN | Strongly_Disagree_Likert | NaN | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Life is hard due to high cost of commodities | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Uncontrolled_Fires | The animals can have problems where to find food | Agriculture_Areas_Dependent | Everything comes from agriculture | Strongly_Agree_Likert | They can help protecf the environment | Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Disagree_Likert | There are some project that have not been brouhgt into our commu ity | Strongly_Disagree_Likert | There is notinh | Strongly_Agree_Likert | NaN | Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | We can manage becquse peo0el qre working hard | Strongly_Disagree_Likert | It is protecyed | Strongly_Disagree_Likert | It is protected | Strongly_Disagree_Likert | It is proteced | Agree_Likert | Sone people in the co nu ity fail to achera to the agreement | 9/5/2024 10:10:18 PM | n.namatama_ioer | 12/8/2024 6:44:35 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.252442 | -16.494854 |
| 106 | 107 | 3cc571e5-d4e5-495b-9866-3c1238e43239 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/4/2024 10:04:50 AM | Omba ward | Hangoma Solar powered | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Disagree_Likert | There is nothing that we are doing that bring income to the project thus we are not working togather | Strongly_Agree_Likert | There is need for us to have an income somewhre so that we can protect the natural resources | Agree_Likert | They are fine but the people are the ones who do not follow the laws | Traditional_Authority_Conflict | Strongly_Disagree_Likert | There is nothing | Undecided_Likert | I do not know the answer | Strongly_Disagree_Likert | Thee is nothing | Strongly_Disagree_Likert | They are the same | Undecided_Likert | Unless i knoe the law becquse i have to know if i can folow it or not wihtou too much hardshios in my life | Agree_Likert | Fist i have to know what we are accepting after we have left the things to be able to interprete them | Farming_About | Care_Nature_Express | Agree_Likert | NaN | Strongly_Disagree_Likert | We only follow the laws form the governmebt | Agree_Likert | They accept but we do not take to them because we are not learned like them | Burning_Bush_Norms | Agree_Likert | This year we agve tried to change the burning by stiping anyone who is not in the practice | Strongly_Disagree_Likert | There is nothing | Disagree_Likert | Strongly_Disagree_Likert | There is nothing that is included | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | We have only one activity that we do here such as farming thus changing is difficult | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | When you burn the bush it destroys both the tree and as well as the animals | Agriculture_Areas_Dependent | It is where we farm our crops | Strongly_Agree_Likert | They help in the development of the livelihood | Agree_Likert | NaN | Agree_Likert | NaN | Disagree_Likert | There is no difference in how we are working | Strongly_Disagree_Likert | There are no universities arround hee | Agree_Likert | NaN | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Other_Receive | Strongly_Agree_Likert | WithinOurselves_GetKnowledge | Agree_Likert | Disagree_Likert | We do not have knowledge on how we can effectively cordibpnate for the activities | NaN | NaN | Strongly_Disagree_Likert | The lwas does not allow | Strongly_Disagree_Likert | The laws does not allow | Agree_Likert | If it is followed very well it can help unlike the way it is now | 9/5/2024 10:10:24 PM | n.namatama_ioer | 12/1/2024 6:45:46 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Phone calls | NaN | 26.264007 | -16.479668 |
| 107 | 108 | c7226aca-577e-49ba-9be4-dd6ec9721a1d | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/4/2024 11:34:06 AM | Omba ward | Habanyama solor power | Gardenning | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Agree_Likert | When the borehole got damaged we did not work togather to repair the borehole | Agree_Likert | We can do it because we are not chaocal burners beacuse we are farmers and we can work togqther in ensuring that water to is not depleted in the rivers | Strongly_Agree_Likert | There is no need for Zawa to come to this areas because there are no animals in our areas | Central_Government_Conflict | Agree_Likert | It is only the headman | Strongly_Agree_Likert | We are suffereing thus we can acceot new k owledge to assist in the climate chanhge | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | They are the sane | Disagree_Likert | They laws are just fine | Agree_Likert | As long as we are taught | Farming_About | Care_Nature_Express | Agree_Likert | NaN | Strongly_Agree_Likert | There are places called ""Menda Abila"" where people do not fetch or used water and when they use it the teeth becomes black | Agree_Likert | They are received by the District Commissioner | Harvesting_Period_Norms | Strongly_Agree_Likert | There can be change if the maize planting pefiod has cuanged | Strongly_Disagree_Likert | There is a hill called ""Omba"" that releases smoke indicating that particular year there would be rainfall and evergthing would be fine in regards to rainfall | Strongly_Disagree_Likert | Strongly_Disagree_Likert | They are not taken into consideration | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | Our livelihood is just based on farming | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Uncontrolled_Fires | The burning makes the trees dry as well as young animals get killed | Wetlands_Dependent | Water is a source of life for our animals such as cattle | Strongly_Agree_Likert | They bring developnent in the country | Agree_Likert | NaN | Agree_Likert | NaN | Strongly_Disagree_Likert | For instance the borehole got distroyed but it has not b3en worked on | Strongly_Disagree_Likert | Ghere are not universitites | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Other_Receive | Agree_Likert | WithinOurselves_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | We can do it if we mqnage to save money for the activities | Strongly_Disagree_Likert | They are protected by the govrenment | Strongly_Disagree_Likert | They are protexted by the govrenment | Strongly_Disagree_Likert | They are protected by the goverenment | Agree_Likert | We are given what we agree with SCRiKA thats is the borehele | 9/5/2024 10:10:30 PM | n.namatama_ioer | 12/8/2024 6:14:31 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Phone cals | NaN | 26.228571 | -16.488037 |
| 108 | 109 | dd71691d-8f11-44c3-a9d0-42d1739b489a | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/4/2024 1:36:05 PM | Omba ward | Shaamba Solar Power | Gardenung | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | We do not go into the forest to distroy the animals and other biodoversity | Strongly_Agree_Likert | We have a visionnand we know how to conserve the forest | Strongly_Agree_Likert | We are woring togather withother institutikns | Ourselves_Conflict | Strongly_Agree_Likert | The councillors and mambers of parliament help inngiving us advice | Strongly_Agree_Likert | As long as tgere is anpreoblem then we need to change | Agree_Likert | We had some training on the forest only but not the other areas | Strongly_Disagree_Likert | They are the same | Strongly_Disagree_Likert | The laws are okay | Strongly_Agree_Likert | We are able to flow tge instructions | Farming_About | Care_Nature_Express | Disagree_Likert | We cannot live well nature | Strongly_Agree_Likert | We do it because it is our ulture | Strongly_Agree_Likert | They accept the views because we follow their laws or rules | Harvesting_Period_Norms | Strongly_Disagree_Likert | The harvesting period following the rain parterren | Strongly_Agree_Likert | Some cultural activities such as getting roots from the trees for medicine can destroy the trees | Agree_Likert | Strongly_Disagree_Likert | The project can be destroyed because of culture | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Disagree_Likert | Disagree_Likert | We always use products from the forest | Undecided_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The fire distroys almost everything even birds in the forest are destroyed | Agriculture_Areas_Dependent | We are farmers by nature | Strongly_Agree_Likert | To avoid distructi9n of the environent | Strongly_Agree_Likert | The project is a form of a responsibity tonus | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | The forest department collaboratiin has increased than other institutions | Agree_Likert | Some time we share with the universities | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Other_Receive | Strongly_Agree_Likert | LocalAuthority_GetKnowledge | Strongly_Agree_Likert | Disagree_Likert | We cann try but with much we ca manage | Agree_Likert | We have tge rights in the forest but not inthe game park | Agree_Likert | In forest only but not in the game park | Agree_Likert | We can do it with a permit | Strongly_Agree_Likert | From 2019 we made rules that help ensure that tye project is functiining well and we have neve had any problem | 9/5/2024 10:10:34 PM | n.namatama_ioer | 12/8/2024 7:24:26 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | We use smart phones | NaN | 26.199427 | -16.492026 |
| 109 | 110 | 81d88bd8-d200-472d-8463-1a64e02fec33 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/4/2024 2:34:00 PM | Omba ward | Shamba goat structure | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is a disagreement in the group because the SCRiKA had promised to bring goats that they never brought thus there is no coordination | Disagree_Likert | We are not having meeting | Disagree_Likert | They have failed to protect tyr environment | Central_Government_Conflict | Strongly_Agree_Likert | There are traditional leaders who hel0 | Strongly_Agree_Likert | There can bring more development in the protections of the trees to ensure the there is adquate rainfall | Strongly_Disagree_Likert | I have not receievd | Strongly_Disagree_Likert | They are the same | Strongly_Agree_Likert | The can accept new laws | Agree_Likert | NaN | Farming_About | Care_Nature_Express | Agree_Likert | NaN | Strongly_Disagree_Likert | There is the same laws in thet have overtake the traditional | Strongly_Agree_Likert | They receivebour repoert they always come | Harvesting_Period_Norms | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | NaN | Disagree_Likert | Our livelihood is difficult at the moment because of climate change | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | We are in a tradition of cultivation, if not we cannot survive as it is our tradition but burning destroys a lot of things hence a major contributor | Agriculture_Areas_Dependent | We are farmers by nature in southern province | Strongly_Agree_Likert | May be it caj bring developemntinfuture | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | There are a lot of comjittes that have been established that have been estwblished | Strongly_Disagree_Likert | There are no peooe that tell us on how to exchange ideas | Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Television_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Strongly_Agree_Likert | Disagree_Likert | We are a lot of chaleleges thue we cannot manage | Strongly_Disagree_Likert | Tye law sforbids us | Strongly_Disagree_Likert | The laws forbids us | Strongly_Disagree_Likert | The law forbids us | Strongly_Disagree_Likert | The aggrement was not fullfilled onnthe side of scrika because they did nit bring the goats | 9/5/2024 10:10:36 PM | n.namatama_ioer | 12/8/2024 7:35:54 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through the suffereing we are able to acquire knowledge | 26.203510 | -16.498144 |
| 110 | 111 | 815156c2-d0d0-49e4-89cf-845bfd64fb0c | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/4/2024 3:44:05 PM | Omba ward | Sikapande solar powered borehole | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | When the projects borehole is broken down we contrubute to repair it and is is currently working properly | Agree_Likert | We can do it through thr traditional leaders | Agree_Likert | There is need to cuange because their are peoplemwhonare just cutting down the trree thus we wouod like the traditionalleadersbtobe in cintrol | Traditional_Authority_Conflict | Agree_Likert | At the moment it is the headmen and chief that act as rioe modeks | Strongly_Agree_Likert | The leseons we have can help to know if tye knowledge can leadvto protecting the environm3nt | Strongly_Agree_Likert | We have been tquggt that if the animals have been taken care they can help in protecting the environmenbt as well as bring revenue in vorm of tourists | Strongly_Disagree_Likert | They are the same | Strongly_Agree_Likert | Tgere are difgerentbpresisdent the comenwith diffrent laws | Agree_Likert | We can try it because we left that the naimal hqve profit and trees bring fresh air | Farming_About | NaN | NaN | NaN | Agree_Likert | There are people who fonot foloow tge rules | NaN | NaN | NaN | NaN | NaN | Disagree_Likert | Only in not following the laws | NaN | Strongly_Agree_Likert | When we have been taught | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | NaN | NaN | NaN | Agriculture_Areas_Dependent | Thats were we get income from | NaN | NaN | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | NaN | Agree_Likert | Sometines we do it | NaN | NaN | Agree_Likert | NaN | Agree_Likert | NaN | Agree_Likert | NaN | NaN | NaN | NaN | Strongly_Disagree_Likert | There arevstrong laws thusnwe cannit | Strongly_Disagree_Likert | There are string lawsthus we cannit do it | Strongly_Disagree_Likert | There are strong laws | Strongly_Agree_Likert | At tge moment it is going on welk due to the ordination amongbthe group menbers | 9/5/2024 10:10:41 PM | n.namatama_ioer | 11/30/2024 5:45:38 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.222080 | -16.510513 |
| 111 | 112 | 44c807bd-e62c-420d-ac5b-e997ce9aaf7a | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/4/2024 4:16:39 PM | Omba ward | Fumbe Fumbe solar borehole | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | As a community we are collaborating well acept for the problems we are facing on the borehole | Agree_Likert | Unles our borehole starts working | Strongly_Agree_Likert | They are wirking well | Traditional_Authority_Conflict | Agree_Likert | There are headmans and cheifs | Agree_Likert | We di not know howbthe newvknow will be like but the current is okay | Agree_Likert | We aleayas meetings for the same issue | Strongly_Disagree_Likert | Theybare are the same | Agree_Likert | We k ow the now if they are fine then we can accept rhem | NaN | NaN | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | Tyere is""Malende"" for protection of the environment | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Disagree_Likert | Experiential_Connection,Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | There is a problem with the boreholes | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | NaN | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | We have no problem with them agricjlture on the support we get from them | Strongly_Disagree_Likert | We do not | NaN | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Field_Extension_Services_Receive | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Strongly_Disagree_Likert | From the time they gave us the project they have nevr come back to asist us with the projects | 9/5/2024 10:10:47 PM | n.namatama_ioer | 11/7/2024 1:48:38 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.231252 | -16.518436 |
| 112 | 113 | db94d7f3-355b-47fe-b3b6-f68bb5d131de | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/5/2024 5:49:51 AM | Omba ward | Habulungu solar powered | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | There are no conflicts in the group | Strongly_Agree_Likert | We can make tge plans but is is only that we do not have tge forets | Strongly_Agree_Likert | Things are working well | Ourselves_Conflict | Strongly_Disagree_Likert | There is nothing | Agree_Likert | First we have to know the knowledge that is new before we can accept it because it can bring challenges in our liveleihoods | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | They are the same | Agree_Likert | Firts we have to understsnd them so that we know if they are fine or not | Agree_Likert | Unless we read the informtiin and understsd it | Farming_About | Care_Nature_Express | NaN | NaN | Strongly_Disagree_Likert | There is nithing | Strongly_Agree_Likert | When tgere is a stray animal such as an elephant we aways call peopel from zawa | Pastoralism_Norms,Burning_Bush_Norms | Strongly_Agree_Likert | The burning of the bush can be changed | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | There is no problem thus we cannot change | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The burning of the bush destroys the environment | Wetlands_Dependent | Water is life because our cattle drink water from the wetlands | Agree_Likert | Unless it is known that when we can accept it | Strongly_Agree_Likert | Every9ne is doing what heor she is upposed to do | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | We always work togather | Strongly_Disagree_Likert | We do nit shere with them | Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Disagree_Likert | We cannot unless we are helpee with finace | Strongly_Disagree_Likert | Unless with a permitsfronzawa | Strongly_Disagree_Likert | Unless with a permit fromzawa | Strongly_Disagree_Likert | Unless with a permit | Strongly_Agree_Likert | From the time tge project was installed it is worming well and there is no break down | 9/5/2024 10:10:51 PM | n.namatama_ioer | 12/1/2024 6:48:07 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through word of mouth | NaN | 26.283609 | -16.542990 |
| 113 | 114 | fe3cd1c9-e5a4-4d18-8e3f-35b8824737c3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/5/2024 7:32:25 AM | Omba ward | Maika Male | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Agree_Likert | We always work togather | Strongly_Agree_Likert | Tgere are are laws we can manage the natural resources | Strongly_Disagree_Likert | There are no conflits that we managing | Ourselves_Conflict | Strongly_Disagree_Likert | There is nithing | Strongly_Agree_Likert | We can acceot as long as it will help us | Strongly_Disagree_Likert | Tgere is nothing | Strongly_Disagree_Likert | They are the same | Strongly_Agree_Likert | Things change thus evennlaws cqn be changed | Strongly_Agree_Likert | We can work togathervwith the poeope tjat have the infomatiin | Farming_About | Care_Nature_Express | NaN | NaN | Strongly_Disagree_Likert | Ther pe is nothing | Agree_Likert | We do n9t take any reports | Harvesting_Period_Norms | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | NaN | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The animals depend on grass thus if burnt the animals would die | Wetlands_Dependent | Water is life and our domesticated animals need water and we depend on the animals | Strongly_Agree_Likert | So that we can protect the environemnt | Agree_Likert | NaN | Agree_Likert | NaN | Undecided_Likert | No answer | Strongly_Disagree_Likert | We do jot | Agree_Likert | NaN | Strongly_Disagree_Likert | Undecided_Likert | Undecided_Likert | Other_Receive | Strongly_Disagree_Likert | WithinOurselves_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | We are tring but we hqve chaleges | Strongly_Disagree_Likert | There are lwas that protect them | Strongly_Disagree_Likert | There are kaws thst protect them | Strongly_Disagree_Likert | There are laws that protect them | Strongly_Agree_Likert | There areno problens we are just working well wuth them | 9/5/2024 10:10:56 PM | n.namatama_ioer | 12/1/2024 6:49:11 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | It comes from the headman and councillor | NaN | 26.133344 | -16.525077 |
| 114 | 115 | cc46bdb4-09f6-437b-8140-3eb8c8aa29b5 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/5/2024 9:02:22 AM | Omba ward | Moomba goat structure | Giat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | We always have meeting so that we taech each other | Agree_Likert | People are different other are still disturbing the fores | Strongly_Agree_Likert | They are all fine | Traditional_Authority_Conflict | Strongly_Agree_Likert | C4 always come to sentise on the managemebt of the forest | Agree_Likert | The knowledge we have is fine but is need sentisation in the community | Agree_Likert | We have only sentisation from C4 and SCRIKA | Strongly_Disagree_Likert | They the same | Strongly_Agree_Likert | We are taught that the forest helps in providing good health thus we cqn accept new that help protect the environment | Strongly_Agree_Likert | NaN | NaN | Care_Nature_Express | Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | C4 is a non goveremnatal organisataion that was received by the district thus my view can also be receieved | Harvesting_Period_Norms | NaN | NaN | Strongly_Agree_Likert | Our culture is that for someone to live well needs to cultivate a huge parcel of land thus leading to cutting down of the trees | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | It is not easy but it is a good thing | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | we depend on farming for our livelihood | Agriculture_Areas_Dependent | Thats where we get our food crops | Strongly_Agree_Likert | They redice the distfuction of the natural rdsources | Agree_Likert | NaN | Agree_Likert | NaN | Agree_Likert | We have managed to have a borehole where to fetch thus the increae i coollabratio | Agree_Likert | we shared with the C4 that came from the University | Agree_Likert | NaN | Strongly_Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | We were not given ghus we had to look for animaks to continurpe with thr project | Strongly_Disagree_Likert | Wecare not allowed in the park | Strongly_Disagree_Likert | We are not allowed allowed | Strongly_Disagree_Likert | W3 are not allowed | Strongly_Agree_Likert | The SCRiKa were advising people to have latenative livelihoods than on natural resources | 9/5/2024 10:11:02 PM | n.namatama_ioer | 12/8/2024 5:24:43 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through word of mouth | From ScRiKA and C4 | 26.097942 | -16.557701 |
| 115 | 116 | 5e7df2cc-c81e-44a2-a2da-6e81c30ee226 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/5/2024 10:51:33 AM | Omba ward | Mbalanji goatvrearing | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Agree_Likert | We do not do it because we are not organised | Undecided_Likert | Maybe we can do it | Undecided_Likert | I do not know | Central_Government_Conflict | Strongly_Disagree_Likert | Tyere is nothing | Strongly_Agree_Likert | The new knowledge can help us manage the natural resiurces well | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | They are the swme | Strongly_Agree_Likert | As long as thry are fine withnus | Strongly_Agree_Likert | NaN | Farming_About | Care_Nature_Express | NaN | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | We have nevervtaken any | Gathering_Norms | Strongly_Agree_Likert | They can be chqnged because people do not have anything to do | Strongly_Disagree_Likert | There is nothing | Disagree_Likert | Strongly_Agree_Likert | The traditional leaders have to accept that a certain project has to be done on a specific place | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | The person can not change unless the person is shown what to do | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | For charcoal, people burn big tree that destroys the habitat for animals | Agriculture_Areas_Dependent | Thats where we get food crops and income | Strongly_Agree_Likert | As long as the are fine | Strongly_Agree_Likert | We work togather tigather | Agree_Likert | NaN | Strongly_Agree_Likert | Because sometimes the councillors comes to checks on how the projectsvare goingnon | Strongly_Disagree_Likert | There 8s nothing | NaN | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | When we cooperatng in the group through conttibuting we cqn do it | Strongly_Disagree_Likert | Unless we are given authority by thise whobtake care of the animals | Strongly_Disagree_Likert | Unless guven athority by those who take care | Strongly_Disagree_Likert | Unless given authority by those who take care ofthem | Strongly_Agree_Likert | We where taught and we accepted to remove money so that the project can be impkemented | 9/5/2024 10:11:06 PM | n.namatama_ioer | 12/1/2024 6:50:49 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Thriugh phone or meetings | NaN | 26.176933 | -16.507455 |
| 116 | 117 | 1762c513-2d69-4a37-bd35-5184647576d6 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 9/5/2024 11:55:04 AM | Omba ward | Tugwasane goat structure | Goat rearing | NaN | SCRiKA_LS | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 9/5/2024 10:11:11 PM | n.namatama_ioer | 9/5/2024 10:11:11 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26.196393 | -16.526979 |
| 117 | 118 | eb8c468c-a34a-467e-a5c0-4a810dce4554 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/5/2024 12:54:19 PM | Omba ward | Kamuseka solar project | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Agree_Likert | They coordinate among themselves | Agree_Likert | Unless we rae helped in some fof tge diffuculties we have make sure we self organise | Strongly_Agree_Likert | There are no problens | Traditional_Authority_Conflict | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Unless we learn thr new knowledge and understnd that when we can learn the new knowlegde | Agree_Likert | We do not have adquate knowledge | Strongly_Disagree_Likert | There is nothing | Undecided_Likert | We do not know the new laws thus it is diificuot to unless we know it | NaN | We do not adqate know thus we cannot manage but we can only do it where we know | Nature_Protection_About | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Disagree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | We can not manage to live without depending on the forest like our craw we use the trees | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Disagree_Likert | Land_Agriculture | NaN | Agriculture_Areas_Dependent | From agriculture we get food crops and income | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Strongly_Disagree_Likert | There is nothing | NaN | NaN | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Other_Receive | Disagree_Likert | WithinOurselves_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | We have challenges with water whichis unadequate tgat is nit able to cater for tye all the cattlemin the village thusther is nedd to have more water | Strongly_Disagree_Likert | When found inthepark they jail | Strongly_Disagree_Likert | When found you can be jail | Strongly_Disagree_Likert | Wh3n found can be jaiked | Strongly_Agree_Likert | Their is less water that comes out that cannot cater for all the cattlr as well as to make garden. Thus we hqve opted to use it for cattle to drink wat and forgo the gardens | 9/5/2024 10:11:16 PM | n.namatama_ioer | 12/1/2024 6:52:13 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through word of mouth | NaN | 26.262851 | -16.513977 |
| 118 | 119 | 3e1e862b-c158-41ee-86ed-80918eb0b47a | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/5/2024 2:54:58 PM | Omba ward | Omba Solar borehole | Gardening | NaN | SCRiKA_LS | yes | 20to30People_Many | Disagree_Likert | The relation among the community is good but some cut down the trees while others comply | Agree_Likert | We always have meeting whre we sentise one another on the impiratance of the naturak resources | Agree_Likert | There agriculture deparments normally hold diffrent meeting as well as thr tradition leaders also do not alloe careless cutting of trees | Traditional_Authority_Conflict | Agree_Likert | There is a policy 8n the education ministry that ask each scholl yo plannt trees meaning they are teaching aforestatio | Agree_Likert | There are people who still depending on how the forefathers were doing things thus it is difficult to change but tjose who had sone edication are able to change to the new knowledge | Strongly_Disagree_Likert | There is nothing | Undecided_Likert | Not sure | Strongly_Agree_Likert | We follow the modern way of life and we have ro follow the new rule to protect our environment | Strongly_Agree_Likert | Am able to read and understand | NaN | Care_Nature_Express | Strongly_Agree_Likert | We do not protect the environement we are promoting climate change | Agree_Likert | They are less active these days | Agree_Likert | Sometimes the co plainept is not lmplemented | Harvesting_Period_Norms,Gathering_Norms,Pastoralism_Norms,Burning_Bush_Norms,Hunting_Norms,Fishing_Norms | Agree_Likert | The rules are made people they be change if there are are disadvantages | Undecided_Likert | No response | Agree_Likert | Disagree_Likert | The projects are not associated with the cultural aspects | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | The way we live we adapt any environment like now we have climate change thus we have adapted to challenges | Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | Anyone who burns the bush would burn the forest because there are no fire guards to prevent the forest from being burnt | Agriculture_Areas_Dependent | That is the major activity around this area | Strongly_Agree_Likert | Those if they are brough and taught to be uaed by people it help manage the natural resources and prevent climate change | Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Disagree_Likert | From the time the handovers ghere are no inspections that are done, even if the projectsvare notnworking they do not come to our aid | Strongly_Disagree_Likert | There are no colleges that come to learn | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge,Other_GetKnowledge | Agree_Likert | Agree_Likert | We normally do contributuon that helps for the daily runing of the project alathough it opis not enough | Strongly_Disagree_Likert | They are strongle garded by the the oeiple respinsible | Strongly_Disagree_Likert | They are strongle garded by peole respinsibel | Strongly_Disagree_Likert | They are strongle garded by people respinsible | Strongly_Disagree_Likert | When the project started there were promises that wre made by the goverenment one of to supervise and find the projects but it was not done | 9/5/2024 10:11:21 PM | n.namatama_ioer | 12/8/2024 6:07:50 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Sociol media | As well as the media and knowlege from school | 26.313670 | -16.536117 |
| 119 | 120 | 9777e80d-c984-4dab-bd58-ba08390d74dc | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/10/2024 5:30:10 AM | Kalobolelwa ward | NaN | Goat reaeing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Agree_Likert | There is cordination but people always go in the forest to cut tres or kill animals | Disagree_Likert | We cannot do it because everyone does what he feels like doing | Strongly_Disagree_Likert | There is no cordination from line ninitrsy to discuss how to protect the environment | Ourselves_Conflict | Strongly_Disagree_Likert | There is no one who has k owledge to protect the environemnt. We all distryers thus there is no one in the village that can advise the other one | Strongly_Agree_Likert | The is no proper managemebt of the forest thus with new knowledge we cqn protect the naturak resources | Agree_Likert | There were lessons but they were not adquate thus people people had little knowledge in the short 2orkshop that was done but we stilll need more lessons | Disagree_Likert | We do not know the laws because we have never been properly sentised and people that come yo sentise they come i the eveing like at 16 hrs thus a short period for sentisatuo | Strongly_Agree_Likert | There is might br change because they animals would br increase in number as well as the sentisation migh help the co unity to be watch dogs of each other as well as follow other laws on protecting the environment | Agree_Likert | If they peopel know the laws and infomation they can interprete but if they do not know anything then they cannot interorete | Animal_Rearing_About | NaN | NaN | NaN | Strongly_Disagree_Likert | There is nothing | Disagree_Likert | We do not take any views to the institutions | Hunting_Norms,Harvesting_Period_Norms | Strongly_Agree_Likert | If There is a law they can be changed through coordination of varuous departments and the com u ity | Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | Thee is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Greaterthan9Years_Long | NaN | Disagree_Likert | Disagree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | If there is knowledge on how to protect the environment and people are doing things without any knowledge to protect the environment thus there is need to protect it | Agriculture_Areas_Dependent | From there we have food crops | Strongly_Agree_Likert | So that maybe in innfurtyre the biodiverty can increase in the future even if we do not know it | Strongly_Agree_Likert | We are taking care of the goats through giveing medicine and they look after in the wilderness from been eaten from wild animals and we hqve taken care of themnsince 2016 and we hqve been seeling and eating as relish | NaN | NaN | Agree_Likert | There is some coordination from WDC and agriculture. With WDC we discuss issues with regards to development that are tak3n to the offices from which we hqve respo ses | Strongly_Disagree_Likert | There is nothing | Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Disagree_Likert | Disagree_Likert | There is no cooridation anong the the saving groups and goat projects | Strongly_Disagree_Likert | Thry are protected | Strongly_Disagree_Likert | They are protected | Strongly_Disagree_Likert | Thry are protecetd | Strongly_Agree_Likert | They are agrrement are beeing followed and it has been working since 2016 | 9/13/2024 7:47:42 PM | n.namatama_ioer | 12/1/2024 5:00:10 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Therough word of mouth and it is always onces when the goats are given | NaN | 24.119776 | -17.251010 |
| 120 | 121 | bf5168f7-de9b-4d2a-a00f-0fc49f418899 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/10/2024 6:25:33 AM | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Agree_Likert | We do not disturb the environment | NaN | NaN | Agree_Likert | We are protecting the 3nvi4onment so that our livelihood is not disturbed | NaN | Strongly_Disagree_Likert | Thereis nothing | Strongly_Agree_Likert | We would want t9 kjow the new way of doi g things | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Some of the laws are known when we are sentised that we did not know | Strongly_Agree_Likert | So that we can learn the new laws | Strongly_Agree_Likert | Yes we can do it becquse we had some lesson to protect the envjronment | NaN | Care_Nature_Express | NaN | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Some things they acceot others not | Harvesting_Period_Norms | Undecided_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | Undecided_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The grass for grazing animals would be destroyed | Agriculture_Areas_Dependent | Thats were we get food for our living | Strongly_Agree_Likert | As long as they protect the environmet | Agree_Likert | We had some leseond | Agree_Likert | NaN | Disagree_Likert | There is ni coordinatik | Strongly_Disagree_Likert | The is no5h9ng | Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Other_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | If i have money from th3 silk qnd waving groupd i can do it | Strongly_Disagree_Likert | Qm not allowed to do eo | Strongly_Disagree_Likert | Am not allowed to do so | Strongly_Disagree_Likert | Am not allowed to do so | Agree_Likert | They help in my livelihhod 5o buy wtqff that i need | 9/13/2024 7:47:46 PM | n.namatama_ioer | 12/1/2024 5:01:18 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Qorld of mputh | NaN | 24.116713 | -17.247789 |
| 121 | 122 | 7693d419-27b5-435d-b869-c9b62fa14f06 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/10/2024 7:00:07 AM | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Agree_Likert | They are taken care of and am just a capenter | NaN | NaN | Undecided_Likert | NaN | Central_Government_Conflict | Undecided_Likert | NaN | Strongly_Agree_Likert | So that we move togather witye the world | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | There 8s nothing | Strongly_Agree_Likert | We have to follow the laws | Strongly_Disagree_Likert | Unless we are taught | Animal_Rearing_About | Care_Nature_Express | NaN | NaN | Strongly_Agree_Likert | It is only aboutthe land ownershup for the state and traditional authority | Strongly_Agree_Likert | It is through how the area is govrened | Burning_Bush_Norms,Pastoralism_Norms,Harvesting_Period_Norms | NaN | NaN | NaN | NaN | Undecided_Likert | Strongly_Disagree_Likert | We do not | Source_Income_Purpose | Undecided_Likert | Material_Connection | 3to4Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | It is only the starting point that is difficult to change because in needs finances | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It destroys the food for the elephants on which it depends after it has been burnt | Agriculture_Areas_Dependent | Thats where we get food crops | Strongly_Agree_Likert | We follow clinate chqange | Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Becaise of the development and food sguffs they bring | Strongly_Disagree_Likert | Thete is nothing | Strongly_Agree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | We always selll and we can find money yo help | Strongly_Disagree_Likert | They are project by the government | Strongly_Disagree_Likert | Protected by the government | Strongly_Disagree_Likert | Protected by the government | Strongly_Agree_Likert | It is fine but the diseases are the ones tha bring problens | 9/13/2024 7:47:57 PM | n.namatama_ioer | 12/8/2024 6:41:14 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through word of mouth | NaN | 24.116193 | -17.247687 | |
| 122 | 123 | f867bdf8-3d56-45d5-8c91-3a7171673acc | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/10/2024 8:13:00 AM | Kalobolelwa ward | Lichichecho goat rearing project | Gost rearing | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Disagree_Likert | The shores of the zambezi cannot be left as a buffer of trees but for gardenning because there is no water in the vaillage for gardening | Agree_Likert | Unless we are taught tqhts wh3n we cqn do it | Undecided_Likert | I do not know how the environmwnt should be protected | Ourselves_Conflict | Strongly_Agree_Likert | There are peoplr 2ho are trained on how to to look after aftrr the fordst like guiding thr perion of burning the bush | Agree_Likert | It deoends on how i will be taught the new knowledge to help me mke decison if to accept it or not | Agree_Likert | Only in the section og forest | Strongly_Disagree_Likert | They ars the same | Agree_Likert | It depends on how we unstand it after learning to determine if we accept it | Agree_Likert | Unlrss am taught | Nature_Protection_About | Care_Nature_Express | NaN | NaN | Agree_Likert | There is a prohibition to cut timber | Undecided_Likert | I have not taken any views | NaN | NaN | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | NaN | Nature_Protection_Purpose | Undecided_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Disagree_Likert | Because i do not have the livelihood am shifting to | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | Fire destroys the habitat of animals | Agriculture_Areas_Dependent | We are farmers | Undecided_Likert | It deoends on thr laws on how we are going to be taught if we can accept or not | Agree_Likert | NaN | NaN | NaN | Strongly_Agree_Likert | There is always need for cordinatio n | Strongly_Disagree_Likert | We do not have | Agree_Likert | NaN | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Undecided_Likert | Disagree_Likert | The ptoject is not functioning welll | Strongly_Disagree_Likert | With permision | Strongly_Disagree_Likert | Unless eith permisio | Strongly_Disagree_Likert | With permissdio | Disagree_Likert | The project did not work welll because of the budgets where smsller thsn planned | 9/13/2024 7:48:04 PM | n.namatama_ioer | 12/8/2024 6:41:32 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Word of mouth | NaN | 24.117576 | -17.250966 |
| 123 | 124 | a60bc0cc-678d-48f0-923a-36a6f8330c13 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/10/2024 9:26:17 AM | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Agree_Likert | We work togather | Strongly_Disagree_Likert | We do not work togather | Strongly_Agree_Likert | There is no problem that we have faced | NaN | Strongly_Disagree_Likert | There is no5hing | Strongly_Agree_Likert | The old one we know it well thus we need to lrarn the new one | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | There is noth8ng | Strongly_Agree_Likert | The new one is not know thus it can be accepted | Strongly_Agree_Likert | We can read it | NaN | Care_Nature_Express | NaN | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | We al2ays meet qith them | Harvesting_Period_Norms,Fishing_Norms | NaN | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | NaN | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Undecided_Likert | Disagree_Likert | Undecided_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The animals feed on the grass and when the grass is burnt the animals come into the community to disturb | Agriculture_Areas_Dependent | Thats where we get food | Strongly_Agree_Likert | We learn them and wellas they bring development | Strongly_Agree_Likert | We know if the goat is sick then we have to give it medici e | Strongly_Agree_Likert | When we are taught we accepet them | NaN | NaN | Strongly_Disagree_Likert | Thee is nothing | Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | I have the knowledge and i uave also goats that i can sell to fund some activities | Strongly_Disagree_Likert | We do not have authority | Strongly_Disagree_Likert | No quthority | Strongly_Disagree_Likert | No authority | Strongly_Agree_Likert | The project has made me develop finqnacially because i did nog have anything | 9/13/2024 7:48:07 PM | n.namatama_ioer | 12/1/2024 6:54:50 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through phone calls | NaN | 24.114879 | -17.237341 |
| 124 | 125 | 48c087bc-6983-4637-bf44-30db0a80d606 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/10/2024 9:56:28 AM | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Agree_Likert | There is lack of coordination because the gaots are eaten by crocodiles and hynas | Agree_Likert | We can do it | Strongly_Agree_Likert | The childr3n are able to see the qnimqls because they are i creasing in numbers | Central_Government_Conflict | Strongly_Agree_Likert | There is always dvice not to kill small fish and ani als for breeding purpiss | Strongly_Agree_Likert | Iy is because it qdds on the already existing knowledge | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Thry are the same | Strongly_Agree_Likert | It is a laws thus i have to follow it | Agree_Likert | If i can manage then it means i can do it | Animal_Rearing_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Agree_Likert | Do not accept visistirs anyhow | Strongly_Agree_Likert | They WDC always transmit us yo the DC | Harvesting_Period_Norms,Hunting_Norms | NaN | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | Not considered | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | We have our livelihoods | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It burns the destroys the habitat of the animals | Agriculture_Areas_Dependent | We are more into farming | Strongly_Agree_Likert | NaN | Agree_Likert | NaN | Agree_Likert | NaN | Strongly_Disagree_Likert | Thre is no trust among the people in termw of distributing inputs | Strongly_Disagree_Likert | Not available | Agree_Likert | NaN | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | We can find money | Strongly_Disagree_Likert | There are dangerous 5hings in the park | Strongly_Disagree_Likert | You can be jailed | Strongly_Disagree_Likert | Ptoject3d by gov3rnment | Strongly_Agree_Likert | It is fine and it is evening helping and i have already passed on the goats | 9/13/2024 7:48:13 PM | n.namatama_ioer | 12/1/2024 6:55:07 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through word of mouth | NaN | 24.115578 | -17.237861 |
| 125 | 126 | 5cc28b96-2cb8-4061-8b76-74ab35873ceb | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/10/2024 10:48:11 AM | Kalobolelwa ward | NaN | Goat | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Agree_Likert | Thee are no people that diatroy the environment | Strongly_Agree_Likert | We want to protect the animals in the forest | Strongly_Agree_Likert | The environwmbt is protected well | NaN | Disagree_Likert | There is nothing | Strongly_Agree_Likert | We woulf like t9 have new knowledeg | Strongly_Disagree_Likert | Thee is nothing | Undecided_Likert | No idae | Strongly_Agree_Likert | We would like to know the new laws on how to manage the environment | Strongly_Agree_Likert | So that we cwn k ow more | NaN | Care_Nature_Express | NaN | NaN | Undecided_Likert | I do not know | Undecided_Likert | I do no5 know | Burning_Bush_Norms,Harvesting_Period_Norms | Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | If we find someone to assist us we can change | Strongly_Disagree_Likert | Strongly_Agree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | Cutting down trees comes with it strong wind | Agriculture_Areas_Dependent | We are farmers | Strongly_Agree_Likert | Do that the enviripont is protected inorder to have rainfalll | Strongly_Disagree_Likert | We do not know | Strongly_Agree_Likert | So that we know new things | Strongly_Agree_Likert | We have experience it | Strongly_Disagree_Likert | There is nothing | Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Television_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | I do not have | Strongly_Disagree_Likert | They are proted | Strongly_Disagree_Likert | They are protectec | Strongly_Disagree_Likert | They are protected | Strongly_Agree_Likert | I have just r3ceived five goats thus am yetbto pass on the five goats | 9/13/2024 7:48:21 PM | n.namatama_ioer | 12/1/2024 6:55:27 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 24.111962 | -17.239375 |
| 126 | 127 | 175c5a2c-31c7-4199-96f6-6aed7c545b13 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/10/2024 11:19:39 AM | Kalobolelwa ward | NaN | Goat | NaN | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Agree_Likert | In the river that is where the goats drink water and without water they would die | Agree_Likert | Throught not distroying the enviroenment | Strongly_Agree_Likert | They preevent deforestation | Central_Government_Conflict | Agree_Likert | The traditional authority | Strongly_Agree_Likert | As long as it is taught ti 7s we will, acceot it | Strongly_Agree_Likert | We have senetisation from goverenment exetensions | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | We would like to see new laws if it is good or not | Strongly_Agree_Likert | NaN | Animal_Rearing_About | Care_Nature_Express | Agree_Likert | NaN | Undecided_Likert | NaN | Strongly_Agree_Likert | The views are taken into condideration | Harvesting_Period_Norms | Agree_Likert | NaN | Undecided_Likert | NaN | Undecided_Likert | Undecided_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Disagree_Likert | Undecided_Likert | Strongly_Disagree_Likert | Am not sure of the future thus i cannaot change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Undecided_Likert | NaN | NaN | Agriculture_Areas_Dependent | Thats where food comes from | Strongly_Agree_Likert | So that the environment can be protected | Undecided_Likert | I do noy know | Strongly_Agree_Likert | Iy they are fine we can follow them | Agree_Likert | It has increased a bit | Strongly_Disagree_Likert | We do not | Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | WithinOurselves_GetKnowledge | Disagree_Likert | Strongly_Disagree_Likert | I donot have | Undecided_Likert | I do no5 have knowledge | Undecided_Likert | I do not have knowledg3 | Undecided_Likert | I ro not have knowledge | Strongly_Disagree_Likert | There is nothing i have seen | 9/13/2024 7:48:28 PM | n.namatama_ioer | 11/30/2024 12:15:53 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Meetings | NaN | 24.125615 | -17.249094 |
| 127 | 128 | e5642556-1a68-4291-8005-7c7696d1a700 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/10/2024 1:05:13 PM | Kalobolelwa ward | Ituse garde ing | NaN | Lessthan4Lima_Size | SCReBS_WESTERN | yes | Lessthan10People_Many | Strongly_Agree_Likert | We have been sensitised on climate change | Undecided_Likert | There are hanges that are being done us people there is notihng we can do | Strongly_Agree_Likert | Tnats where we report the actovite thus they are going on well | Central_Government_Conflict | Strongly_Agree_Likert | Thefe are organisations su h as wwf that are helping to make fire break as wells as an otganisation such as MASINA | Strongly_Agree_Likert | We can can accept there is now working tohather of forest and com u ity | Strongly_Disagree_Likert | NaN | Strongly_Disagree_Likert | Thre is nothing | Agree_Likert | As long it help the community we accept it otherwise not | Strongly_Agree_Likert | I acan do it | Farming_About | Care_Nature_Express | Agree_Likert | NaN | Strongly_Disagree_Likert | Ghere is nothing | Strongly_Disagree_Likert | Tyere is no feedback | Harvesting_Period_Norms,Pastoralism_Norms | Undecided_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Undecided_Likert | Material_Connection | NaN | 7to8Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | It is a challenge | Undecided_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Other | NaN | Agriculture_Areas_Dependent | We are farmers | Undecided_Likert | I do not know them | Agree_Likert | But we have challenges | Agree_Likert | It is is fine we can accept but it bring oroblems in futute we disobey it | Strongly_Agree_Likert | We make reports to the p3ople who are in our commu itites | Strongly_Disagree_Likert | Tjre are no coll3ges | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Undecided_Likert | Strongly_Agree_Likert | We normmay sit down and make a project | Strongly_Disagree_Likert | Unless with lisence | Strongly_Disagree_Likert | With permit | Strongly_Disagree_Likert | With permit | Strongly_Agree_Likert | It helps to those that are co mited and not the lqzy ones | 9/13/2024 7:48:30 PM | n.namatama_ioer | 12/1/2024 8:35:31 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | Cutting down trees for sale | NaN | Through meetings | NaN | 24.076038 | -17.193000 |
| 128 | 129 | 6e3a7f24-ef57-4ee7-b695-c8704f7ef184 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/11/2024 12:05:20 PM | Mwanambuyu ward | Lituye piggery project | Giggery rearing | NaN | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Agree_Likert | If the environmwnt is not taken care off the climate change would be very accute in the area and there would be less food | Agree_Likert | We can replant the trees and we are going to be the first people to leave the shores of the zambezi to prevent it from becomming shallow | Agree_Likert | The forest department is giving lisences to cut trees and children of today do not know the forest cut line but there need to improve | Central_Government_Conflict | Strongly_Disagree_Likert | There is nothing but there is need to have lessons for that. | Strongly_Agree_Likert | The new nkowledge can help us protect th e animqls to the fugure generagion | Disagree_Likert | The traini g was fo ued on domestocaed animals | Strongly_Agree_Likert | They are the same | Agree_Likert | Some old laws are strict qnd some are softer and new laws maybe more o conservation. | Strongly_Agree_Likert | After we hqve been taught we can explin to people to preserve the natural sources. | Animal_Rearing_About | NaN | NaN | NaN | Strongly_Agree_Likert | There are places called ""Mwanabinyi and Imatongo"" the area is preserved in the sanse that you cannot kill a bird or cut down a tree | Agree_Likert | They only come when an animal is killed or a person is killed but other things like when a wild animal has damed crops they do not come | NaN | NaN | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Disagree_Likert | There is nothing | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | The firewood we depend on is from trees thus it is a challenge to change. Agriculture means cutting down trees and building houses depends on the trees. Also, the piggery project that is been done does not have market thus the project is not effective | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | Thats is where our food comes from | Wetlands_Dependent | Thats were we have our animals graze | Strongly_Agree_Likert | It is because the natural resources qre depleted | Agree_Likert | NaN | Agree_Likert | NaN | Agree_Likert | There is a mixture of departments that network when doing the qctivities | Strongly_Disagree_Likert | There is nothing | Agree_Likert | NaN | Strongly_Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Agree_Likert | We had shatred about three pigs to each that they can use to raise some money | Strongly_Disagree_Likert | They are proted | Strongly_Disagree_Likert | They are protected | Strongly_Disagree_Likert | They are proted | Agree_Likert | After we were weaned from PPCR it was difficjlt to to feed the piggs | 9/13/2024 7:48:34 PM | n.namatama_ioer | 12/1/2024 8:07:26 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Throught meetings | NaN | 23.308639 | -15.933017 |
| 129 | 130 | 573208b1-3120-4dda-99b9-48caaaa60f08 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/11/2024 1:39:00 PM | Mwanambuyu ward | Tamahano Piggary | Goat rearing | NotApplicable_Size | SCReBS_WESTERN | yes | 10to20People_Many | Disagree_Likert | people prefer to work individually than as a group | Agree_Likert | We can do it because we consider them as ours | Strongly_Disagree_Likert | The animals are are moving around aimlessly and they crodiles and hippos are k8lling people | Traditional_Authority_Conflict | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | It people people are sufffreing and the wild animals are distroying the food crops of people | Agree_Likert | There was a student from germany Nilletine Jorge who taught us how go take care of the forests | Disagree_Likert | The goverenment would want to acquire land from the traditional authority which is against the traditions | Strongly_Agree_Likert | It is because the forsest are extensiveky cut diwn | Strongly_Agree_Likert | The natural used to empower the local commu ity but today they are many and cannot benet the community but distroying the fields of people | Animal_Rearing_About | Care_Nature_Express | Agree_Likert | NaN | Strongly_Disagree_Likert | The BRE does not any any power on the conservation of the natural resources these day but it is the govere ment | Agree_Likert | There are no steps taken to prevent the distruction xo to the commu itu in the village | Hunting_Norms | Agree_Likert | NaN | Agree_Likert | The Chiefs have been asking people to stop living along the river banks and using mosquito net to fish but the communities are not adhearing | Agree_Likert | Strongly_Disagree_Likert | It is because the project does not come through BRE | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 7to8Years_Long | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | It is difficult because we do not have money and the pigs we are keeping it is a challenge looking after them and most of them die | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | Cutting down trees to make garden""matema"" meaning the trees will not be replaced. | Wetlands_Dependent | When the floods go they leave moisture thats helps people grow their crops | Strongly_Agree_Likert | Becquse that had happed in the previous years distroyed the forest and the natural resources thus hopping the new innovation can reverse it | Strongly_Agree_Likert | There clear reposibilities of who does what on each parti ula day | Strongly_Agree_Likert | Beacuse we know that the government will, support | Agree_Likert | When the institutions work in lose collaboration with the people development would be seen unlike in isolation | Strongly_Disagree_Likert | We have never had such kind of education and if had that chance we ould learn more and do well | Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | If we are able to agreement among outselves we can improve the project | Strongly_Agree_Likert | We had a game park in our area but it has been distroyed | Strongly_Disagree_Likert | It is government protecyed | Strongly_Disagree_Likert | They are projected by the can be marketed through toufism | Disagree_Likert | The time the PPCR left we had not yet matired hence the struggle in mataining the project | 9/13/2024 7:48:45 PM | n.namatama_ioer | 12/8/2024 5:21:42 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through letters and phones | NaN | 23.309543 | -15.935476 |
| 130 | 131 | dc1c7c0d-a959-4c3f-aa09-d5a9b6e5e86b | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/11/2024 2:37:11 PM | Mwanambuyu ward | Luswalane piggery | Pigg rearing | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Agree_Likert | We do not involve ourselves in distroying the environment | Strongly_Agree_Likert | We have ome up with fish pinds to prevent people from distroying the fish in the zambezi river | Disagree_Likert | They are working well but the animal are attacking people like crodiles are eating people and hippos are eating crops for animals | Traditional_Authority_Conflict | Agree_Likert | There are some organisations that were teaching people to protect the evironemnt | Strongly_Agree_Likert | They need especially this this when the environment is distripoyed | Strongly_Agree_Likert | At seral poi ts in time | Strongly_Disagree_Likert | At the monet they are tje same but long ago it was diffrent from the government | Strongly_Agree_Likert | So as to improve the livelihood of people | Strongly_Agree_Likert | NaN | Animal_Rearing_About | Care_Nature_Express | Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | They alwayas handle our problems | Harvesting_Period_Norms,Pastoralism_Norms | Agree_Likert | NaN | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | Strongly_Disagree_Likert | They are not part of the project | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | Fire burns everything in terms of life | Agriculture_Areas_Dependent | Thats where we grow our food crops | Strongly_Agree_Likert | They try to protect the environement | Agree_Likert | NaN | Agree_Likert | NaN | Strongly_Agree_Likert | There is always constant supervison on what we are doing | Strongly_Disagree_Likert | There is nothing | Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | We are able but with chaleged to hunger siguation that we have at the moment | Strongly_Disagree_Likert | They are protected | Strongly_Disagree_Likert | They are protected | Strongly_Disagree_Likert | Thry are protected | Strongly_Agree_Likert | We are following the agreement and thats the reason the project is going o well | 9/13/2024 7:48:47 PM | n.namatama_ioer | 12/8/2024 6:13:29 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Throught meetings and word of mouth | NaN | 23.308610 | -15.933039 |
| 131 | 132 | c7722ead-757f-47a3-ad95-edfbd65fcc5b | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/12/2024 6:13:01 AM | Mwanambuyu ward | Swalapilu gardening | Gardening | Lessthan4Lima_Size | SCReBS_WESTERN | yes | Lessthan10People_Many | Agree_Likert | There are no peo0el that are disturbing tge natural resources | Disagree_Likert | We do not yave tge capacity to take care of the animals | Strongly_Agree_Likert | Prople are not killing tge animals anyhow and people are given a period of when to harvets fish | Central_Government_Conflict | Undecided_Likert | I do not know | Strongly_Agree_Likert | The animals are going intonextinct thus new knowledge can help preserve them | Strongly_Disagree_Likert | I have not had any | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | There are differebces in time periods on how to manage natural resources due to clumate change | Strongly_Agree_Likert | I am able to read and understand | Farming_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Tgere are old stories in a certain area of ""Mazumangal"" where you cannot kill birds or cut down trees | Strongly_Agree_Likert | They normallybrewpond to us | Pastoralism_Norms,Harvesting_Period_Norms | Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | Nature_Protection_Purpose | Undecided_Likert | Material_Connection | NaN | 7to8Years_Long | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | The person leading a better life he cannot change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Undecided_Likert | Uncontrolled_Fires | The fire destroys the grazing grass for the animals | Wetlands_Dependent | In the wetlands is where we cultivate rice as well as get water for watering the gardens | Strongly_Agree_Likert | The laws are old and the clumate is changung from time to time | Strongly_Agree_Likert | Every uas specific roles | Strongly_Agree_Likert | So tyat we can have help from them | Strongly_Agree_Likert | We see how theey are helping us inndifferent forms such as seeds and advise | Strongly_Disagree_Likert | We do not | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | I had already stratedvthe gaedening by myself even when thr project was coming | Strongly_Disagree_Likert | I do not have permisi9n | Strongly_Disagree_Likert | I do not have pernissi pon | Strongly_Disagree_Likert | I do not have pernission | Strongly_Agree_Likert | Before we never had a carnal and we were taught how to farm and grow crops | 9/13/2024 7:48:53 PM | n.namatama_ioer | 12/1/2024 8:08:06 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through phones | NaN | 23.304139 | -15.920954 |
| 132 | 133 | cfdd0d9c-5d2e-481a-b89e-3b1df6dbef8a | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/12/2024 9:14:31 AM | Mwanambuyu ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Disagree_Likert | Some peopel do not want tontakr care of the natural resources sustainably | NaN | NaN | Strongly_Agree_Likert | We have to take of them so that climate change can be reduced | Traditional_Authority_Conflict | Strongly_Disagree_Likert | There is noth8ng | Strongly_Agree_Likert | The new knowledeg we can learn sone thing that can help us in future | Strongly_Agree_Likert | The officers from the goverenment have been teaching us on how to protect the wetlands qnd forest | Strongly_Disagree_Likert | They are the same | Strongly_Agree_Likert | So that i can learj new things and knowledge | Strongly_Agree_Likert | So that i can learn something that can help me | Animal_Rearing_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | We always take report and they are respended to | Harvesting_Period_Norms,Pastoralism_Norms | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Greaterthan9Years_Long | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | If we have the knowledge to use thing that have been given to us by the government and live a good life | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | People are always burning the bush without any control | Agriculture_Areas_Dependent | That is were we get food for eating | Strongly_Agree_Likert | The can help prevent from distroying the environment or the natural rdsources | Agree_Likert | NaN | Strongly_Agree_Likert | So that our livelihood can improve | Strongly_Agree_Likert | They always vist us to teach us how to protect the environwmnt | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | When we take care of the goats we can get profit and be able to care care of ourselves | Strongly_Disagree_Likert | I cannot manage to go there | Strongly_Disagree_Likert | The goverenmebt does npt allwow | Strongly_Disagree_Likert | They belong to the govrnmen | Strongly_Agree_Likert | From the timde i was given i have bought a lot of things that have helped me. I had passed on my gats in 2016 | 9/13/2024 7:49:01 PM | n.namatama_ioer | 12/1/2024 8:08:15 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through phones | NaN | 23.324829 | -15.895156 |
| 133 | 134 | 568b49e9-7a21-4bde-87b4-09bf6d8bffaa | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/12/2024 10:15:22 AM | Mwanambuyu ward | Kwitingile gardenning | Gardening | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Agree_Likert | When we made p,ans to work everyone was compling | Strongly_Agree_Likert | When the forest is not distroyed it means that we will have a lot of rainfall | Strongly_Agree_Likert | They always diallow people to ug down the tres | Central_Government_Conflict | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Becquse we are learnjng new things | Strongly_Disagree_Likert | Not yet | Agree_Likert | They are the same | Strongly_Agree_Likert | Because we do not have knowledge in some of the things | Strongly_Agree_Likert | I can do it | Animal_Rearing_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothkng | Undecided_Likert | NaN | Burning_Bush_Norms,Hunting_Norms | NaN | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | NaN | Strongly_Disagree_Likert | Material_Connection | NaN | 7to8Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | If there is a law that ask us to change we can do it | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It destroys all life | Agriculture_Areas_Dependent | Thats were we grow crops | Strongly_Agree_Likert | It brings development in our area | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Disagree_Likert | The commitees has disintergrated | Strongly_Disagree_Likert | Nothing | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | If we can manage we can do it | Strongly_Disagree_Likert | They belong to the government | Strongly_Disagree_Likert | They belong to the governmnet | Strongly_Disagree_Likert | They belong ot the governmet | Agree_Likert | It is fine but the peiple have droped out of the project | 9/13/2024 7:49:03 PM | n.namatama_ioer | 12/1/2024 8:08:27 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through word of mouth | NaN | 23.316783 | -15.903896 |
| 134 | 135 | 97d2c56d-4292-493e-9df4-96a0ff73025b | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/12/2024 10:52:23 AM | Mwanambuyu ward | Mandiyanje | Pigg rearing | Lessthan4Lima_Size | SCReBS_WESTERN | yes | Lessthan10People_Many | Strongly_Agree_Likert | There are no people that distroy the natural resourcrs | Agree_Likert | We know that the wild qnimals need to be protected qs well as the bank of zambezi do not have to be disturbed | Strongly_Agree_Likert | They always tell us what is forbiden and 2het to be dkne | Central_Government_Conflict | Strongly_Agree_Likert | It is only tje traditional leadership | Strongly_Agree_Likert | Because the times are changing xue to climate change | Strongly_Disagree_Likert | There nothing | Strongly_Disagree_Likert | They are the dame | Strongly_Agree_Likert | The current laws might not lewd to sustainqble mangemet of natireal resources but the new might do so | Strongly_Agree_Likert | Because of the clinate new know can also help to inteprete | Animal_Rearing_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Undecided_Likert | I have never take any | Gathering_Norms,Harvesting_Period_Norms,Burning_Bush_Norms | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | Nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Greaterthan9Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | As long as I have help from somewhere | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | Fire burns the whole area | Agriculture_Areas_Dependent | Thats were we get food | Strongly_Agree_Likert | They help reduce or protect the natural resources | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | They always come to advise and we do what they tell us | Strongly_Disagree_Likert | They do not come to us | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | We do not have money | Strongly_Disagree_Likert | It is prohoboted by the government | Strongly_Disagree_Likert | It is prohibited by the government | Strongly_Disagree_Likert | It is prohibited by the govrnmen | Strongly_Agree_Likert | Thr agreement was followed and it helped uplift lour livelihood | 9/13/2024 7:49:07 PM | n.namatama_ioer | 12/1/2024 8:08:42 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through phones calls and world of mouth | NaN | 23.314267 | -15.905701 |
| 135 | 136 | abc544ef-af69-4698-bbc2-acba2bcb2675 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | no | yes | 9/12/2024 11:50:43 AM | Mwanambuyu ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Agree_Likert | We always contact the people responsible when we see mismanagement | Strongly_Agree_Likert | We cqn make a plan | Disagree_Likert | It is not done properly with regards to grass that are burnt anyhow or cutting grass before it is reqdy for usr | Central_Government_Conflict | Strongly_Agree_Likert | From the headman | Strongly_Agree_Likert | We an accept it if even we do not know it in full | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | They are the same | Strongly_Agree_Likert | Maybe the new laws can help us in protecteing the natufal resources | Strongly_Agree_Likert | Maybe they can help in presrevation of natural resources | Animal_Rearing_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | They are acceoted | Pastoralism_Norms,Harvesting_Period_Norms | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | It is easier after a long time or process | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | Burning kills at lot of things and biodiversity | Agriculture_Areas_Dependent | Thats where our food crops come from | Strongly_Agree_Likert | So that the nagural resources can be protected | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | From time to time the visit us | Strongly_Disagree_Likert | We do not go to them | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | They are protected | Strongly_Disagree_Likert | They are protected | Strongly_Disagree_Likert | They are protectd | Strongly_Agree_Likert | They agreemeng of pass on we complied with it as qell as others | 9/13/2024 7:49:13 PM | n.namatama_ioer | 12/1/2024 8:08:58 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through phone calls | NaN | 23.311682 | -15.904891 |
| 136 | 137 | ef5ac853-6b1c-4e48-ad72-f4dc4693b8d4 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | no | 9/12/2024 12:47:29 PM | Mwanambuyu ward | NaN | Goat reatpring | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Agree_Likert | They are protected | Strongly_Agree_Likert | Yes we are able to do that | Strongly_Agree_Likert | They are are always taking of the anatural resources | Traditional_Authority_Conflict | Strongly_Agree_Likert | There is are local insgitutions that look after forest such as village resources | Strongly_Agree_Likert | We follow how to work with the morden way of doing things | Strongly_Disagree_Likert | I jave not receieved it is only those in such insitutions such village groups | Strongly_Disagree_Likert | They are the same | Undecided_Likert | Unless i know the laws | Strongly_Agree_Likert | We are able as long as we are taught | Nature_Protection_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | They do not happen | Strongly_Agree_Likert | There is always feedback from the reports | Pastoralism_Norms,Harvesting_Period_Norms | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Am at an old age thus i cannot change my livelihood | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The trees cut are a lot thus it distructs a lot | Agriculture_Areas_Dependent | Thats where food crops comes from | Strongly_Agree_Likert | They can help us in cergain ways to protect the nqtufak resources | NaN | NaN | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | There is an increase to many meetings | Strongly_Disagree_Likert | There is nothong | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | Yes i can mange becquse at the monet i have seven goats | Strongly_Disagree_Likert | I can get jailed | Strongly_Disagree_Likert | I can get jailed | Strongly_Disagree_Likert | I can get jailed | Strongly_Agree_Likert | Becquse some poeple are geting from from it | 9/13/2024 7:49:20 PM | n.namatama_ioer | 12/8/2024 7:36:30 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through word of mouth | NaN | 23.305993 | -15.906635 |
| 137 | 138 | e81638c9-14a1-456d-a383-3bd920fd1b5e | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/12/2024 1:36:04 PM | Mwanambuyu ward | Sopu Siwa project | Cassava | 4to8Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Agree_Likert | The crops we grow helps us finacially not to go and distroy the natural resourses | Strongly_Agree_Likert | We are not into distroying the natufal rdsources but we onlh take care of the domestic animals | Strongly_Agree_Likert | The people who distfy the natural resources are brought before the laws by the institutikns | Traditional_Authority_Conflict | Strongly_Agree_Likert | There is a neighbourhood watch that asust in giving advise as well as protection | Strongly_Agree_Likert | If we are taught we can accept | Strongly_Disagree_Likert | There is nothing | Undecided_Likert | I do not know the laws | Strongly_Agree_Likert | When we are taught | Strongly_Agree_Likert | NaN | Nature_Protection_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | When we asked for the curreng prot it was accepted then if we ask other things the can also accept | Harvesting_Period_Norms,Pastoralism_Norms | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not because we only follow the teachings | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 7to8Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | As long as we have what to use to change them | Strongly_Agree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | When the trees are cut, they do not grow again | Agriculture_Areas_Dependent | Thats where we get our food crops | Strongly_Agree_Likert | So that it can bring different libelihood | Agree_Likert | NaN | Agree_Likert | NaN | Strongly_Agree_Likert | They are working hard | Strongly_Disagree_Likert | We do not | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | We corddinate ourselves we can manage | Strongly_Disagree_Likert | They are procted | Strongly_Disagree_Likert | Theyvare protected | Strongly_Disagree_Likert | They are protected | Strongly_Agree_Likert | We are following the agreement and we are progressing forward | 9/13/2024 7:49:22 PM | n.namatama_ioer | 12/8/2024 7:38:15 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through word of mouth | NaN | 23.305384 | -15.905509 |
| 138 | 139 | 45bca456-2c20-44bb-a32e-508fc0fae4d2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/12/2024 2:21:40 PM | Mwanambuyu ward | Mundimunene Piggery | Piggery | NotApplicable_Size | SCReBS_WESTERN | yes | Lessthan10People_Many | Strongly_Agree_Likert | The forsests give us fresh air as well as prevent climate change | Strongly_Agree_Likert | They tourism can bring income thst can befit us as a community | Strongly_Agree_Likert | They naturepal resources are proted from damage | Traditional_Authority_Conflict | Strongly_Agree_Likert | There is a groupnat the village tgat had been trained | Strongly_Agree_Likert | As longbas it is betetr then the previuso one or we can add itnto the previuos one | Disagree_Likert | It was just sentisatikn meetings | Strongly_Disagree_Likert | They are the same | Strongly_Agree_Likert | Because they bring developenet | Strongly_Agree_Likert | I know howntomdo it | Nature_Protection_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | They are things that help us | NaN | NaN | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | The cultural aspects are not included | Source_Income_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | I have limited responsibility thus it is easy to change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The cutting down tree brings drought | Agriculture_Areas_Dependent | Thats where we get food crops | Strongly_Agree_Likert | They help to improve our livelihood | Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | The things that we are doing are coming fromthem | Strongly_Disagree_Likert | Tgere is nothing | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | It is an activity that i have done | Strongly_Disagree_Likert | The law sdoes not allow me | Strongly_Disagree_Likert | The laws does not allow me | Strongly_Disagree_Likert | The laws does not allow me | Strongly_Agree_Likert | Thats where we are getting somemform of uncome we are using currently | 9/13/2024 7:49:28 PM | n.namatama_ioer | 12/8/2024 7:46:32 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through phone calls | NaN | 23.304117 | -15.896953 |
| 139 | 140 | 40bd6bd1-feaa-4a73-bc8f-52d21c9410b7 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/13/2024 10:06:53 AM | Yeta ward | Kolo Goat rearing | Goat rearing | NotApplicable_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Agree_Likert | We are to seeing the effects of climate change thus it make us collaborate | Agree_Likert | We can try to make a plan even though the some game parks are far away | Strongly_Agree_Likert | They are qorming very well | Central_Government_Conflict | Strongly_Agree_Likert | The traditional authority | Agree_Likert | We ahve to be learning the new things that are coming | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | The laws are the same | Agree_Likert | When we learn them | Agree_Likert | We are always gaught | Animal_Rearing_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | They acvept them because they k ow that we hqve to protect the natutal resourcrs | Harvesting_Period_Norms,Gathering_Norms | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | The cultural aspects are not included | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | I just have to continue trying | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The trees had been cut in our area and possing a treat of strong winds | Agriculture_Areas_Dependent | We are farmers of rice | Strongly_Agree_Likert | They are prot3cting the environemnt | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | We are following what the governemnt intends to do | Strongly_Agree_Likert | We cannot do anything without the governemnt | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Agree_Likert | We have a sabing group from it i cqn get money at the end of th3 sqbing period | Strongly_Disagree_Likert | Am not allowe d ti got tywre | Strongly_Disagree_Likert | Am not allo2ed | Strongly_Disagree_Likert | Am not allowed | Strongly_Agree_Likert | It wqs fine it is juwg the diffwrent understanding to diffreng people | 9/13/2024 7:49:31 PM | n.namatama_ioer | 12/8/2024 7:38:37 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Phones | NaN | 23.201133 | -15.378800 |
| 140 | 141 | 7c0e3341-6c8d-415f-8642-c7b5470118ec | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/13/2024 10:56:45 AM | Yeta ward | Kutiya goat | Goat rearing | NotApplicable_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Agree_Likert | We are always talking the same things when we are discussing | Strongly_Agree_Likert | When we are doing something we have to sit down and plan ghe way forward | Strongly_Agree_Likert | We are able to see what they are doing through protection of the natural rdsources and one disturbs them | Traditional_Authority_Conflict | Strongly_Agree_Likert | The chief can do it | Agree_Likert | As long as it leads to protection of the envjronment we can accept | Strongly_Disagree_Likert | There is norhing | Strongly_Disagree_Likert | They are the same | Agree_Likert | As long as the py are good laws thag protect the natufal resource | Strongly_Agree_Likert | So that i an get more knowledge | Animal_Rearing_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | I have not herad of anything | Strongly_Agree_Likert | They always accept my views whene i take them | Harvesting_Period_Norms,Pastoralism_Norms | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | This period is of climate change that calls for different way of doing things | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Wood_Extraction | When it rains the water just flows due to lack of trees to block them | Agriculture_Areas_Dependent | That were we get our food crops | Strongly_Agree_Likert | So that we an lead a new life | NaN | NaN | Strongly_Agree_Likert | The government might hqve a better way to look it | Strongly_Agree_Likert | We are always shering new knowledge witb them | Strongly_Disagree_Likert | We do not have the knowkedge of sharing the i fomation or ideas | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | We do not have money | Strongly_Disagree_Likert | I do not have the rights | Strongly_Disagree_Likert | I do nog have the rights | Strongly_Disagree_Likert | I donot have the rights | Strongly_Agree_Likert | It has help us in our livelihoods | 9/13/2024 7:49:34 PM | n.namatama_ioer | 12/1/2024 7:00:01 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through phones | NaN | 23.205767 | -15.378893 |
| 141 | 142 | 5a11e011-0e70-49e2-bb7c-1e74160a1981 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/13/2024 11:34:18 AM | Yeta ward | Yeta Fibre Project | Making Fibre from the roots of trees with disturbing the trees | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Agree_Likert | We are able to convince people to stop doing things that distroys the environment through encouraging them to join our project | Strongly_Agree_Likert | If give a good example as a grouo the commu ity might emulate and in the ned the protection of the natufal resoutprces | Disagree_Likert | The WDC is doing a lot of work without finackql support the governmentbinstirutions | Traditional_Authority_Conflict | Strongly_Agree_Likert | The traditional leadership | Strongly_Agree_Likert | Zince we are now living in a world of technology | Strongly_Agree_Likert | From WWF about 2 years agoo | Strongly_Disagree_Likert | Thrybare the same | Strongly_Agree_Likert | Wecare ready for the new kaws | Strongly_Agree_Likert | I use the information to sentise the people on what is going to take place | Animal_Rearing_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Disagree_Likert | There is a committe at the BRE but it iw not doing 3it work | Strongly_Disagree_Likert | There is noting | Harvesting_Period_Norms,Pastoralism_Norms | Agree_Likert | NaN | Strongly_Disagree_Likert | NaN | Agree_Likert | Agree_Likert | We included the induna | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | If am empowered, it is easy | Strongly_Agree_Likert | Strongly_Disagree_Likert | NaN | Undecided_Likert | Agree_Likert | Wood_Extraction | It can lead to climate due lack of trees | Wetlands_Dependent | We cultivate in the flood plains were we can and that is where animals graze | Strongly_Disagree_Likert | The government would bring good ghongs always a | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | They are new guidelines then wd have to follow them and they ome from the government | Agree_Likert | They collabragion is there but not increased and the WDC needes to be finaced so the can pass through the whole community | Strongly_Disagree_Likert | There is gap between between the commu ity and the universitites. There is need for someone to li k us the universotirs | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not have money. At the moement it is not going well due to lack of finacirs | Strongly_Disagree_Likert | We are not allowed | Strongly_Disagree_Likert | We are not allowed | Strongly_Disagree_Likert | Wecare not allowde | Agree_Likert | The time they phased out we lost technical support and people strated to worlk individully to support their small familoes | 9/13/2024 7:49:38 PM | n.namatama_ioer | 12/8/2024 6:45:49 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | There was an NGO called Mumwa Craft Assocition that is disemination information in the entire district | From the Craft Assocition which is based in Mongu | 23.206644 | -15.379058 |
| 142 | 143 | 73bb114b-524b-4860-93ff-4135c12c2d23 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/13/2024 1:16:57 PM | Yeta ward | NaN | To give moisture to crops | Lessthan4Lima_Size | PIN_WESTERN | no | NaN | Strongly_Agree_Likert | The biochar asist us farmers to have moisture in the soil for the growing of crops and it is made from maize stocks and cobs | Agree_Likert | There is a way to make make chaorcoal from leaves of trees and as mealie from rice that protect the forest | Disagree_Likert | There are wild animals that are attacking people as well as killi g domesticted and disstroying food crops | Traditional_Authority_Conflict | Strongly_Agree_Likert | Am a lead famers that teaches peole how to make biochar to crop produ tion in drout resistant areas | Agree_Likert | We can still keep it but make and addition to it from the new knowledge | Agree_Likert | We were taught to how to look after the forest | Strongly_Disagree_Likert | They are the same | Strongly_Agree_Likert | Due to change of climate thus the need for new laws | Strongly_Agree_Likert | They can help to protect the natural resources | Farming_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | They are always accepted | Pastoralism_Norms,Harvesting_Period_Norms | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | No we do not | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | If you use the knowledge adquately it is easier | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The animals will not have where to graz thus make them move long distance to find pastures | Agriculture_Areas_Dependent | Thats where we get food from | Strongly_Agree_Likert | They bring development and knowledge in our lives | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Go rnment has seen the need of change and they always reserch | Strongly_Agree_Likert | It has bright out knowledge on to cope with climate change | Strongly_Disagree_Likert | I have never thought if that idea i thought it just for us in the villages | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Strongly_Agree_Likert | Strongly_Agree_Likert | They use cheap products | Strongly_Disagree_Likert | They are protected | Strongly_Disagree_Likert | They are protected | NaN | They are protected | Strongly_Agree_Likert | They have a lot of projects such as biochar, biogass and othere | 9/13/2024 7:49:56 PM | n.namatama_ioer | 12/1/2024 5:22:14 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | We use phones | People in Need | 23.202127 | -15.384877 |
| 143 | 144 | 6c692edf-6534-4f66-ae7f-ab66a8715169 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/13/2024 2:36:17 PM | Yeta ward | Namangu Fibre/Poultry/Mushroom project | Making fibre from roots rearing of chicken and growing of mashrooms | NotApplicable_Size | SCReBS_WESTERN | yes | 20to30People_Many | Strongly_Agree_Likert | When we were following what we were taught, we were keeping the thing properly and not distroying them | Strongly_Agree_Likert | We the knowledge that we have we can do it | Disagree_Likert | There are instutions that visist the local commu ity to what we are doing while other do not do it | Central_Government_Conflict | Strongly_Disagree_Likert | There is no one | Strongly_Agree_Likert | Because of the climate change that is affeceting us | Agree_Likert | We only had a learson for looking after the forest | Strongly_Disagree_Likert | They are the same | Strongly_Agree_Likert | Because of the climate change the new laws are welcome to remive us from the current disaster | Strongly_Agree_Likert | I can only do it for the forest the ogher areas cannot do it | Farming_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | The institutions mostlh vist the urban areas than the rural raeas | Burning_Bush_Norms,Pastoralism_Norms,Fishing_Norms | Strongly_Agree_Likert | They an be hanged if the laws is put in place | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | They are not included | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Greaterthan9Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | As long as there is need for me to change as well as climate change | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The rainfall is back up by green vegetation thus when burnt there will be less rainfall | Agriculture_Areas_Dependent | We are farmers | Strongly_Agree_Likert | Due to climate change we can accept as long as they help in increasing fainvall in our areas | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | We are lead by the government thus we can accept it | Strongly_Disagree_Likert | The forse and oyher natufal are not adquately protected | Strongly_Disagree_Likert | We do not | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Agree_Likert | Disagree_Likert | Other_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Strongly_Agree_Likert | Agree_Likert | We can but we would want ti be finacially helped | Strongly_Disagree_Likert | The natural resourcesvare protected by different ministries with varius laws | Strongly_Disagree_Likert | Diffrent mjnistrirs with diffreng laws | Disagree_Likert | Different laws and diffrentblaws | Strongly_Agree_Likert | It was working wel when they use to visit us but now it does not work well | 9/13/2024 7:50:03 PM | n.namatama_ioer | 12/1/2024 5:23:26 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through a phone | From Mumwa Craft Association | 23.202980 | -15.382095 |
| 144 | 145 | 87532c16-9c52-4692-a2cb-aa63d53c5b02 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/14/2024 6:15:49 AM | Yeta ward | NaN | Biochar | NotApplicable_Size | PIN_WESTERN | no | NaN | Strongly_Agree_Likert | We are taking care of the river banks through the biochar project | Strongly_Agree_Likert | It is imoirtant to protect the natural environment so we caj do it | Agree_Likert | They do not work very well to give information to the people | Traditional_Authority_Conflict | Strongly_Agree_Likert | It the traditional authority the gives us adbice | Strongly_Agree_Likert | We are currently distroying so the currebt knowledge is not that hood thus the new knowledge can help us do it | Strongly_Disagree_Likert | There has been no training | Strongly_Disagree_Likert | They are the seme | Strongly_Agree_Likert | We can accept is like at the moement we have been told to plant trees and we are doing it | Strongly_Agree_Likert | We an read them and use them | Farming_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | They accept the views because they are the ones in the fore front to have the natural resources protecd | Pastoralism_Norms,Harvesting_Period_Norms | Strongly_Agree_Likert | Throuhg the laws | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | We do not include | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | It is easier as long as there is commitment | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | When the trees get burnt, they dry and thats the reason we have less rainfall | Agriculture_Areas_Dependent | That is where we get our crops from | Strongly_Agree_Likert | They can help protect the natural resources | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | The government principles they help everyone than individual one | Agree_Likert | Because most of the things that had been planed are not been done the way the are supposed to be done | Strongly_Disagree_Likert | We do not but we use receive leessons and also teach other people in our villages how to do it | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Television_Receive,Community_Radio_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Strongly_Agree_Likert | Disagree_Likert | It needs a lot of money | Strongly_Disagree_Likert | They belong the government | Strongly_Disagree_Likert | They belong to the goverenment | Strongly_Disagree_Likert | They belong to the govrnment | Strongly_Agree_Likert | They are nelping us give us fertilizer and seeds | 10/7/2024 2:12:40 PM | n.namatama_ioer | 12/8/2024 7:40:45 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | From PIN | 23.197971 | -15.371911 |
| 145 | 146 | 0b3b2aad-707c-46c2-ac09-4d38e14e1d3d | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 9/14/2024 7:10:51 AM | Yeta ward | NaN | Biochar | NaN | PIN_WESTERN | no | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 10/7/2024 2:12:43 PM | n.namatama_ioer | 11/30/2024 12:48:28 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 23.202439 | -15.374461 |
| 146 | 147 | de6da6cc-c6e1-4114-adf0-14a03a50354d | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/14/2024 7:41:55 AM | Yeta ward | Biochar | Gardening | Lessthan4Lima_Size | PIN_WESTERN | no | NaN | Strongly_Agree_Likert | I was one of the person who used to cut down tree in the forest and am ensuring that the protection is done effective | Agree_Likert | Prople are difgucult to organise | Agree_Likert | Some of the institutions we have seen tyem whioe others have never visitedvus but hearvabiut them | Local_Authority_Conflict | Strongly_Agree_Likert | The traditional authority we vist them for advice | Agree_Likert | We can use both knowledge togather | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Thry are the same | Strongly_Agree_Likert | So that is make an additional help to what we already have | Agree_Likert | Some of them yes | Farming_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | The traditional are used | Strongly_Agree_Likert | They accept and some times the DC comesnto visit | Harvesting_Period_Norms,Pastoralism_Norms | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Agree_Likert | Only the indunas that send the representative to learn and they accept the project in the community | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | The person can make a decision through looking back to what he or she has done so as to make corrective measures | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | Wood_Extraction | They use Chitemene system of just cutting trees for charcoal | Agriculture_Areas_Dependent | We farmers | Strongly_Agree_Likert | They help us innprotectbthe envirront due to the background we are commingbfrom | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | There are different projectsvfrom different institutijns | Strongly_Agree_Likert | There is nithing | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | Other_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | Indonot have money | Strongly_Disagree_Likert | The laws does not allow | Strongly_Disagree_Likert | Tge laws does not allow | Strongly_Disagree_Likert | The laws does nor allow | Disagree_Likert | They are certain things like inputs like stocks of maize that we do jot recieve | 10/7/2024 2:12:44 PM | n.namatama_ioer | 12/8/2024 7:12:07 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Throught word of mouth | From PIN | 23.201394 | -15.377789 |
| 147 | 148 | 1dd0393e-d55a-4c1c-8052-8c678c177fd3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/14/2024 9:17:50 AM | Yeta ward | Biochar | Gardening | Lessthan4Lima_Size | PIN_WESTERN | no | NaN | Strongly_Agree_Likert | We will contribute to make sure that there is sustainability in management of the natural resources that would help us as well as the nation | Strongly_Agree_Likert | They plan would help in toursim to be a source of income as well as prevenr climate change | Strongly_Agree_Likert | All the time they give us knowledge on why we should take care of the nevironment | Central_Government_Conflict | Agree_Likert | It is mostly the agriculrure extensuon officers as well as the trqditional authority | Agree_Likert | As long as the knowledege is proved to bring development | Agree_Likert | From ppcr | Strongly_Disagree_Likert | They are the same | Strongly_Agree_Likert | As lkng as it leads to protection of the nevironment | Strongly_Agree_Likert | So that we can protect the environment and share the knowledge with others | Farming_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | There is an NGO called ETG are giving improved coo,ing stove and plannting trees | Harvesting_Period_Norms,Pastoralism_Norms | Disagree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | As long as you are committed | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The trees that are cut and made into charcoal, the trunks or stems do not grow | Agriculture_Areas_Dependent | Thats where we get food and money | Strongly_Agree_Likert | It would help to rebive the thing that have died as wel, as resustating some old projects | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Evefy time they come to give us knowledgw and help us financially | Strongly_Agree_Likert | There are students who qlwqys come for reqserch | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | In the saving i belong it can assit as well as i get inputs from pin | Strongly_Disagree_Likert | It is not allowed by laws | Strongly_Disagree_Likert | It is not allowed by laws | Strongly_Disagree_Likert | It is not qllowed by laws | Agree_Likert | Some time we are told what to do with them consulting as well as the inputs are not adquate | 10/7/2024 2:12:47 PM | n.namatama_ioer | 12/1/2024 5:28:46 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through phones and through word mouth | NaN | 23.176112 | -15.387063 |
| 148 | 149 | 49eec3a2-09ae-42f2-b670-b526478ffd0b | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/14/2024 10:20:09 AM | Yeta ward | B iochar | Gardenning | 8to12Lima_Size | PIN_WESTERN | no | NaN | Strongly_Agree_Likert | After we were taught to make biochar it is the one we are using to plan in the gardens | Strongly_Agree_Likert | From the project the people are undertsing the importatnce of looking after the fofest | Agree_Likert | They are not working fullh propberl because those that are making charcaola are atill doing it | Central_Government_Conflict | Strongly_Agree_Likert | There are lead farmesr from PIN and tradktional leaders | Strongly_Agree_Likert | There is change in the environment where people are cutting down trees that are not eben supoosd to be cut down | Strongly_Agree_Likert | It was a workshop from PIN and ETG that taughg on protecting the forst | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | The environmeng is getting distroyed | Strongly_Agree_Likert | The information would disserminated to the pher people | NaN | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | They are acceoted but not as exactly as requested | Harvesting_Period_Norms | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | It is difficult but as long as you follow what you have been taught you can change | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It destroys everything on its ways | Agriculture_Areas_Dependent | That were our food crops are found | Strongly_Agree_Likert | Because they bring development nad protetion of the natural environment as well as income | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | There is an increase in knowledge in ourselve especiacially the knowledge we did not have | Strongly_Disagree_Likert | There are people from universities that come to ask on how we cultivate | Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive,Community_Radio_Receive | Strongly_Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Strongly_Agree_Likert | Strongly_Disagree_Likert | Unless in a group | Strongly_Disagree_Likert | They are protect by the governmen | Strongly_Disagree_Likert | Protected by the government | Strongly_Disagree_Likert | Proted by the govrernment | Agree_Likert | At first it was going well because the inputs were more at first than currengly | 10/7/2024 2:12:50 PM | n.namatama_ioer | 12/8/2024 7:13:23 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Through phone and word of mouth | NaN | 23.173384 | -15.389017 |
| 149 | 150 | c6b480fe-5961-44c3-b781-bb7d7bb5a1ad | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | yes | yes | yes | 9/14/2024 11:41:21 AM | Yeta ward | Piggery, fishponds and gardening | Fish ponds and piggery and gerdening | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Agree_Likert | At the moment the project is just going on well | Strongly_Agree_Likert | Because we are looking after them properly | Agree_Likert | The insgitutions do not provide us with adquate jnformation | Central_Government_Conflict | Strongly_Disagree_Likert | There is nkthing | Strongly_Agree_Likert | It is more like a change on how we were keeping to a new way of looming after the natural resources | Strongly_Disagree_Likert | There is norhing | Agree_Likert | We always make our own laws | Strongly_Agree_Likert | Maybe it can lead to protecting the environmeng very well | Undecided_Likert | NaN | Honey_production_About,Farming_About | Care_Nature_Express | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | NaN | Burning_Bush_Norms | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not do it | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Greaterthan9Years_Long | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | As long as I have the capacity to do so | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It destroys everything on its path | Wetlands_Dependent | Thats where we plant maize and rice | Strongly_Agree_Likert | It bring develop and protection of the environment | Strongly_Agree_Likert | NaN | Agree_Likert | NaN | Agree_Likert | There are still people who are trused and those that are not trust | Strongly_Disagree_Likert | There is nothing | NaN | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Other_Receive | Agree_Likert | ExtensionServicesFromGovernment_GetKnowledge | Agree_Likert | Strongly_Agree_Likert | We do not have money | Strongly_Disagree_Likert | Protected by the government | Strongly_Disagree_Likert | Protected by the goverenment | Strongly_Disagree_Likert | Protected by the government | Agree_Likert | In the beg9ng it was gpi g on well but after sometime the project did not go well | 10/7/2024 2:12:52 PM | n.namatama_ioer | 12/8/2024 7:13:47 PM | n.namatama_ioer | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Phones | NaN | 23.174897 | -15.384159 |
In [171]:
df.shape
Out[171]:
(150, 120)
3. Missing values¶
The Pandas Dataframe is checked for mising values
In [172]:
df.isnull().sum()
Out[172]:
ObjectID 0 GlobalID 0 Logo_TUDresden 150 Logo_IOER 150 Name of Researcher: Nathan Namatama 150 Email: n.namatama@ioer.de 150 Logo 150 The social survey questionnaire is meant to gather information on three things: 150 •\t How social and ecological systems are managed: This includes understanding how communities and natural environments are governed. 150 •\t How people's livelihood activities change the landscape: This looks at how different livelihoods impact the land, environment as well as the land use land cover change. 150 •\t How nature-based solutions are put into practice: This explores how solutions that use natural processes and resources are implemented to address environmental and social issues. 150 1. Do you agree to take part in the above study? 4 2. Do you know that your participation is voluntary and you are free to withdraw anytime? 4 3. Do you give permission to the data that emerges to be used by the researchers only in an anonymised form? 5 5. Date 1 6. Ward Name 2 7. Sub Project Name 23 8. Type of Livelihood 4 9. Size (Lima) 10 12. Name of main project 1 13. Do you represent other beneficiaries? 2 14. How many beneficiaries do you represent? 25 15. Do you think that there is trust/collaboration among the group members in the management of Forests, Wetlands, National Game Parks and Biodiversity? 8 16. What reasons can you give for your answer above? 8 17. Do you think you would be able to self-organise for management of Forests, Wetlands, National Game Parks and Biodiversity in future? 9 18. What reasons can you give for your answer above? 10 19. Do you think the institutional structures for managing Forests, Wetlands, National Game Parks and Biodiversity need to change? 5 20. What reasons can you give for your answer above? 8 21. Who resolves a conflicts when it arises as you manage Forests, Wetlands, National Game Parks and Biodiversity? 11 22. Are there 'Champions' from where you can seek advice or that act as role models for management of Forests, Wetlands, National Game Parks and Biodiversity? 6 23. What reasons can you give for your answer above? 8 24. Do you think you can easily accept new knowledge and discard old knowledge on how to manage Forests, Wetlands, National Game Parks and Biodiversity? 9 25. What reasons can you give for your answer above? 7 26. Have you received any kind of training on the management of Forests, Wetlands, National Game Parks and Biodiversity? 7 27. What reasons can you give for your answer above? 9 28. Are there national policies that contradicts with the local rules (norms and values) on management of Forests, Wetlands, National Game Parks and Biodiversity? 6 29. What reasons can you give for your answer above? 7 30. Do you think you can easily accept new laws for the management of Forests, Wetlands, National Game Parks and Biodiversity? 10 31. What reasons can you give for your answer above? 11 32. Do you have the ability to interpret information from various sources for management of Forests, Wetlands, National Game Parks and Biodiversity? 15 33. What reasons can you give for your answer above? 20 34. What is your project about? 25 35. What values do you express when managing natural resources such as Forests, Wetlands, National Game Parks and Biodiversity? 19 36. Do you think your values can be changed in regards to managing nature such as Forests, Wetlands, National Game Parks and Biodiversity? 27 37. What reasons can you give for your answer above? 74 38. Do you think there are cultural aspects included in the management of Forests, Wetlands, National Game Parks and Biodiversity? 14 39. What reasons can you give for your answer above? 18 40. Do you think your views and beliefs are valued in the management of Forests, Wetlands, National Game Parks and Biodiversity? 14 41. What reasons can you give for your answer above? 19 42. What are some of the norms in the management of Forests, Wetlands, National Game Parks and Biodiversity? 23 43. Do you think the above mentioned norms can be changed? 29 44. What reasons can you give for your answer above? 64 45. Are there cultural practices that hinder the sustainable management of Forests, Wetlands, National Game Parks and Biodiversity? 13 46. What reasons can you give for your answer above? 18 47. Do you think some cultural practices can be changed? 20 48. Do you consider cultural aspects when formulating the livelihood projects? 16 49. What reasons can you give for your answer above? 31 50. What is the main purpose of landscapes (Forests, Water Bodies, Wetlands… etc.) in your livelihood? 33 51. Do you think there is need to measure indicators when managing landscapes? 8 52. How is your connection to nature like? 13 53. What reasons can you give for your answer above? 106 54. How long have you worked on this livelihood project? 12 55. Does your livelihood depend on the natural resources for a living? 10 56. Do you consider changing your livelihood strategy in future? 11 57. Do you think it is easier to change your livelihood practices? 9 58. Are you able to give reasons for your answer above in your ability to change your livelihood practices? 22 59. Have the ecosystem services reduced from the inception of the project in your ward? 7 60. Has the deforestation increased in the ward? 12 61. Do you think protected areas are a hindrance to your livelihoods? 19 62. Are there new livelihood projects that you think of that have never been implemented? 12 63. Do you think the livelihood subprojects are contributing to the sustainability of landscapes? 10 64. Which livelihood is a major contributor to landscape transformation? 14 65. What reasons can you give for your answer above? 25 66. Which type of landscape do you depend on much for a livelihood? 13 67. What reasons can you give for your answer above? 15 68. Do you easily embrace new innovations especially a combination of social and ecological for Nature Based Solutions? 13 69. What reasons can you give for your answer above? 19 70. Are there clear responsibilities in the effective implementation of Nature Based Solutions in your project? 20 71. What reasons can you give for your answer above? 72 72. Do you think you can change your principles to fit into national policies? 30 73. What reasons can you give for your answer above? 82 74. Is there an increase in collaboration among the actors in decision making of the project activities? 11 75. What reasons can you give for your answer above? 16 76. Do you share your ideas on Nature Based Solutions with Universities, Collages and Training Institutes? 11 77. What reasons can you give for your answer above? 11 78. Do you think statistical information on weather and climate change (rainfall patterns, temperatures) is important for implementation of Nature Based Solutions? 23 79. What reasons can you give for your answer above? 81 80. Do you collaborate effectively in the sharing of information for decision making? 14 81. Do you think the information assists you in the planning and implementation of NBS? 15 82. Are there networks (associations, groups ….etc) or platforms that help in sharing of ideas and information? 9 83. Which media do you receive information from? 18 84. Do your experiences on the implementation of Nature Based Solutions help in the management of your projects? 11 85. Where do you get the knowledge on how to implement NBS? 14 86. Do you think livelihood support (such as small community loans) is important for operationalisation of Nature Based Solutions? 15 87. Are you able to self finance the Nature Based Solutions? 16 88. What reasons can you give for your answer above? 16 89. Do you think you have control over access rights of Forests, Wetlands, National Game Park and Biodiversity natural resources? 13 90. What reasons can you give for your answer above? 12 91. Do you think you have harvesting rights of Forests, Wetlands, National Game Park and Biodiversity natural resources? 13 92. What reasons can you give for your answer above? 13 93. Do you think you have marketing products rights of Forests, Wetlands, National Game Park and Biodiversity natural resources? 14 94. What reasons can you give for your answer above? 12 95. Do you think the agreements between the local community and the government are adequate for effective implementation of Nature Based Solutions? 8 96. What reasons can you give for your answer above? 8 CreationDate 0 Creator 0 EditDate 0 Editor 0 Specify: 150 Specify:.1 120 Specify:.2 148 Specify:.3 149 Specify:.4 146 Specify:.5 144 Specify:.6 149 Specify:.7 150 Specify:.8 60 Specify:.9 126 x 0 y 0 dtype: int64
3.1 Dropping all the Missing Values¶
In [173]:
df.isnull().sum().sort_values(ascending=False)
Out[173]:
Logo_IOER 150 Logo_TUDresden 150 Email: n.namatama@ioer.de 150 Name of Researcher: Nathan Namatama 150 Logo 150 The social survey questionnaire is meant to gather information on three things: 150 •\t How people's livelihood activities change the landscape: This looks at how different livelihoods impact the land, environment as well as the land use land cover change. 150 •\t How social and ecological systems are managed: This includes understanding how communities and natural environments are governed. 150 •\t How nature-based solutions are put into practice: This explores how solutions that use natural processes and resources are implemented to address environmental and social issues. 150 Specify: 150 Specify:.7 150 Specify:.6 149 Specify:.3 149 Specify:.2 148 Specify:.4 146 Specify:.5 144 Specify:.9 126 Specify:.1 120 53. What reasons can you give for your answer above? 106 73. What reasons can you give for your answer above? 82 79. What reasons can you give for your answer above? 81 37. What reasons can you give for your answer above? 74 71. What reasons can you give for your answer above? 72 44. What reasons can you give for your answer above? 64 Specify:.8 60 50. What is the main purpose of landscapes (Forests, Water Bodies, Wetlands… etc.) in your livelihood? 33 49. What reasons can you give for your answer above? 31 72. Do you think you can change your principles to fit into national policies? 30 43. Do you think the above mentioned norms can be changed? 29 36. Do you think your values can be changed in regards to managing nature such as Forests, Wetlands, National Game Parks and Biodiversity? 27 34. What is your project about? 25 14. How many beneficiaries do you represent? 25 65. What reasons can you give for your answer above? 25 78. Do you think statistical information on weather and climate change (rainfall patterns, temperatures) is important for implementation of Nature Based Solutions? 23 42. What are some of the norms in the management of Forests, Wetlands, National Game Parks and Biodiversity? 23 7. Sub Project Name 23 58. Are you able to give reasons for your answer above in your ability to change your livelihood practices? 22 33. What reasons can you give for your answer above? 20 47. Do you think some cultural practices can be changed? 20 70. Are there clear responsibilities in the effective implementation of Nature Based Solutions in your project? 20 41. What reasons can you give for your answer above? 19 61. Do you think protected areas are a hindrance to your livelihoods? 19 69. What reasons can you give for your answer above? 19 35. What values do you express when managing natural resources such as Forests, Wetlands, National Game Parks and Biodiversity? 19 83. Which media do you receive information from? 18 46. What reasons can you give for your answer above? 18 39. What reasons can you give for your answer above? 18 88. What reasons can you give for your answer above? 16 75. What reasons can you give for your answer above? 16 87. Are you able to self finance the Nature Based Solutions? 16 48. Do you consider cultural aspects when formulating the livelihood projects? 16 32. Do you have the ability to interpret information from various sources for management of Forests, Wetlands, National Game Parks and Biodiversity? 15 81. Do you think the information assists you in the planning and implementation of NBS? 15 67. What reasons can you give for your answer above? 15 86. Do you think livelihood support (such as small community loans) is important for operationalisation of Nature Based Solutions? 15 38. Do you think there are cultural aspects included in the management of Forests, Wetlands, National Game Parks and Biodiversity? 14 93. Do you think you have marketing products rights of Forests, Wetlands, National Game Park and Biodiversity natural resources? 14 85. Where do you get the knowledge on how to implement NBS? 14 80. Do you collaborate effectively in the sharing of information for decision making? 14 64. Which livelihood is a major contributor to landscape transformation? 14 40. Do you think your views and beliefs are valued in the management of Forests, Wetlands, National Game Parks and Biodiversity? 14 68. Do you easily embrace new innovations especially a combination of social and ecological for Nature Based Solutions? 13 91. Do you think you have harvesting rights of Forests, Wetlands, National Game Park and Biodiversity natural resources? 13 89. Do you think you have control over access rights of Forests, Wetlands, National Game Park and Biodiversity natural resources? 13 45. Are there cultural practices that hinder the sustainable management of Forests, Wetlands, National Game Parks and Biodiversity? 13 66. Which type of landscape do you depend on much for a livelihood? 13 52. How is your connection to nature like? 13 92. What reasons can you give for your answer above? 13 94. What reasons can you give for your answer above? 12 60. Has the deforestation increased in the ward? 12 62. Are there new livelihood projects that you think of that have never been implemented? 12 54. How long have you worked on this livelihood project? 12 90. What reasons can you give for your answer above? 12 77. What reasons can you give for your answer above? 11 21. Who resolves a conflicts when it arises as you manage Forests, Wetlands, National Game Parks and Biodiversity? 11 31. What reasons can you give for your answer above? 11 84. Do your experiences on the implementation of Nature Based Solutions help in the management of your projects? 11 56. Do you consider changing your livelihood strategy in future? 11 74. Is there an increase in collaboration among the actors in decision making of the project activities? 11 76. Do you share your ideas on Nature Based Solutions with Universities, Collages and Training Institutes? 11 18. What reasons can you give for your answer above? 10 30. Do you think you can easily accept new laws for the management of Forests, Wetlands, National Game Parks and Biodiversity? 10 55. Does your livelihood depend on the natural resources for a living? 10 63. Do you think the livelihood subprojects are contributing to the sustainability of landscapes? 10 9. Size (Lima) 10 24. Do you think you can easily accept new knowledge and discard old knowledge on how to manage Forests, Wetlands, National Game Parks and Biodiversity? 9 17. Do you think you would be able to self-organise for management of Forests, Wetlands, National Game Parks and Biodiversity in future? 9 27. What reasons can you give for your answer above? 9 57. Do you think it is easier to change your livelihood practices? 9 82. Are there networks (associations, groups ….etc) or platforms that help in sharing of ideas and information? 9 20. What reasons can you give for your answer above? 8 23. What reasons can you give for your answer above? 8 15. Do you think that there is trust/collaboration among the group members in the management of Forests, Wetlands, National Game Parks and Biodiversity? 8 16. What reasons can you give for your answer above? 8 96. What reasons can you give for your answer above? 8 51. Do you think there is need to measure indicators when managing landscapes? 8 95. Do you think the agreements between the local community and the government are adequate for effective implementation of Nature Based Solutions? 8 59. Have the ecosystem services reduced from the inception of the project in your ward? 7 25. What reasons can you give for your answer above? 7 29. What reasons can you give for your answer above? 7 26. Have you received any kind of training on the management of Forests, Wetlands, National Game Parks and Biodiversity? 7 22. Are there 'Champions' from where you can seek advice or that act as role models for management of Forests, Wetlands, National Game Parks and Biodiversity? 6 28. Are there national policies that contradicts with the local rules (norms and values) on management of Forests, Wetlands, National Game Parks and Biodiversity? 6 3. Do you give permission to the data that emerges to be used by the researchers only in an anonymised form? 5 19. Do you think the institutional structures for managing Forests, Wetlands, National Game Parks and Biodiversity need to change? 5 8. Type of Livelihood 4 2. Do you know that your participation is voluntary and you are free to withdraw anytime? 4 1. Do you agree to take part in the above study? 4 13. Do you represent other beneficiaries? 2 6. Ward Name 2 5. Date 1 12. Name of main project 1 GlobalID 0 ObjectID 0 EditDate 0 Editor 0 CreationDate 0 Creator 0 x 0 y 0 dtype: int64
In [174]:
#df.dropna(inplace=True)
4. Deleting Columnns¶
There are 120 columns and 85 columns were removed from the pandas dataframe so as to focus on specific columns that have questtions in regards to livelihood and landscape transfromation
In [175]:
df1=df.drop(df.columns[[1,2,3,4,5,6,7,8,9,10,11,12,13,14,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,116,117,118,119]], axis = 1)
In [176]:
df1
Out[176]:
| ObjectID | 6. Ward Name | 7. Sub Project Name | 8. Type of Livelihood | 9. Size (Lima) | 12. Name of main project | 13. Do you represent other beneficiaries? | 14. How many beneficiaries do you represent? | 45. Are there cultural practices that hinder the sustainable management of Forests, Wetlands, National Game Parks and Biodiversity? | 46. What reasons can you give for your answer above? | 47. Do you think some cultural practices can be changed? | 48. Do you consider cultural aspects when formulating the livelihood projects? | 49. What reasons can you give for your answer above? | 50. What is the main purpose of landscapes (Forests, Water Bodies, Wetlands… etc.) in your livelihood? | 51. Do you think there is need to measure indicators when managing landscapes? | 52. How is your connection to nature like? | 53. What reasons can you give for your answer above? | 54. How long have you worked on this livelihood project? | 55. Does your livelihood depend on the natural resources for a living? | 56. Do you consider changing your livelihood strategy in future? | 57. Do you think it is easier to change your livelihood practices? | 58. Are you able to give reasons for your answer above in your ability to change your livelihood practices? | 59. Have the ecosystem services reduced from the inception of the project in your ward? | 60. Has the deforestation increased in the ward? | 61. Do you think protected areas are a hindrance to your livelihoods? | 62. Are there new livelihood projects that you think of that have never been implemented? | 63. Do you think the livelihood subprojects are contributing to the sustainability of landscapes? | 64. Which livelihood is a major contributor to landscape transformation? | 65. What reasons can you give for your answer above? | 66. Which type of landscape do you depend on much for a livelihood? | 67. What reasons can you give for your answer above? | Specify:.4 | Specify:.5 | Specify:.6 | Specify:.7 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Isamba ward | Isamba coperatives | Goat rearing | 8to12Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Disagree_Likert | It has never happed before in his life time | Undecided_Likert | Strongly_Disagree_Likert | There is no cultural history in the area | Nature_Protection_Purpose | Strongly_Agree_Likert | Psychological_Connection,Material_Connection | The animals can be used by the future generation as well | 3to4Years_Long | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | If the SES are taken care of they can increase in number and bring income | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Wood_Extraction | The trees have been depleted and it has caused reduced rainfall | Agriculture_Areas_Dependent | He cultivates a large area of land so that some crops can be sold for a livelihood | NaN | NaN | NaN | NaN |
| 1 | 2 | Isamba ward | Misenga cooperative multipurpose society | Goat rearing, Gardening, Fruit trees | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | There is need to harvest trees when they have fully grown the same applies to biodiversity | Strongly_Agree_Likert | Strongly_Agree_Likert | There is need to have power in what is being formulated so that there is ownership | Nature_Protection_Purpose | Strongly_Agree_Likert | Philosophical_Connection,Psychological_Connection | How the animals can be used as an example on how people should lead their life | Greaterthan9Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | The SeS can be depleted thus there need to change to agriculture like goat rearing | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | Because i have to clear the land for agriculture to plant crops hence the landscape change | Wetlands_Dependent | The catching of fish is the source of income in this area | NaN | NaN | NaN | NaN |
| 2 | 3 | Isamba ward | Ninge Cooperative | Goat Rearing, Agricuture-cassava | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There are no customary practices that hinder sustainable management | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There are no cultural aspects | Nature_Protection_Purpose,Ancestral_Shrines_Purpose | Strongly_Agree_Likert | Experiential_Connection | Through experiments he gains knowledge on the management of forest | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Change is easier because he is the one who has decides to change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Wood_Extraction | There would a reduction in the number of trees hence contributing to climate change | Agriculture_Areas_Dependent,Wetlands_Dependent | He depends much on agriculture the most than fish because the fish can be depleted | NaN | NaN | NaN | NaN |
| 3 | 4 | Isamba ward | Twikatene copperatives | Goat rearing and Fish farming and garden of vegitable and onnoind | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | There are crop rotations made on the land when cultivating to ensure fertility of soil | Strongly_Disagree_Likert | Strongly_Agree_Likert | At the time of getting the land for the project it comes with regulations | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | To use some of them for income | Greaterthan9Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Because my livelihood would improve | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Land_Agriculture | Because it requires a huge land than the others like making charcoal | Agriculture_Areas_Dependent | Food is the main source of livelihood thus without it there is no way to earn a living | NaN | NaN | NaN | NaN |
| 4 | 5 | Isamba ward | Changwena women club | Chicken rearing ablnd an orchard | Lessthan4Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We only follow what the chiefs and the government say | Nature_Protection_Purpose | Agree_Likert | Philosophical_Connection,Psychological_Connection | They are important in our lifes like trees they provide home for animals as well as food. In addition, improve the soil texture | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | There has been things like climate change affecting us thus the thought to change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | Because people cut down tree for farmimg but they never use the land but he would prefer they use a small portion to leave trees as a home of willd animals | Forest_Dependent,Wetlands_Dependent | The water is used for gardening and other things | Only the protection of nature, the others are not important | NaN | NaN | NaN |
| 5 | 6 | Isamba ward | Luchindashi copperative | Pig rearing and fish farming gardenning | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Undecided_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Disagree_Likert | Psychological_Connection | There improvement in the sustainable management of forests | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | If there is new improvement like cooking stove we can change the way of livelihood | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | The agriculture activities involve cutting huge land | Agriculture_Areas_Dependent | That is a source of income as well as food for consumption | NaN | NaN | NaN | NaN |
| 6 | 7 | Isamba ward | Sandwe Youth miitipurpose society | Pigery and garden and fish ponds | Greaterthan16Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | They are a source of income and for the future generation to see them | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | There can be destruction of SES | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The burning of charcoal give smoke that destroys the ozone layer as well as it brings acidic rains | Agriculture_Areas_Dependent | The farming helps in sourcing of food | NaN | NaN | NaN | NaN |
| 7 | 8 | Isamba ward | Lukatashi | Pigery and gardening as well as forestry | Greaterthan16Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Agree_Likert | You are allowed to cultivate an area for 3 years before shifting to another area | Strongly_Agree_Likert | Strongly_Agree_Likert | There are rules that along the river banks, the trees do not need to cut down | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | Source of income | 3to4Years_Long | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | There is need to change from cutting down to other activities | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | There are agriculture activities for food | Wetlands_Dependent,Agriculture_Areas_Dependent | That is a source of income | NaN | NaN | NaN | NaN |
| 8 | 9 | Isamba ward | Kansalu coperative | Fish farming and chicken rearing | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Agree_Likert | Material_Connection | It is a source of income | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | There is need to change to activities that do not destroy the environment | Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | There is no electricity thus a huge demand for energy | Agriculture_Areas_Dependent | Thats a source of income | NaN | NaN | NaN | NaN |
| 9 | 10 | Isamba ward | Musaba coperative | Chicken rearing and garden, oranges | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Disagree_Likert | Philosophical_Connection | They should be kept for future generation to what is there | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | They can be changed through learning | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | It is for agriculture purposes that brings income | Agriculture_Areas_Dependent | It is a source of livelihood | NaN | NaN | NaN | NaN |
| 10 | 11 | Moofwe ward | Natumone men and women famers group | Fish,pig farming as well as orchard and garden | Greaterthan16Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Strongly_Disagree_Likert | There is no cultural history within the community except from the governmnet | Strongly_Agree_Likert | Strongly_Disagree_Likert | The plans were just given to us by TRALARD so there was no consideration of cultural history when formulating the projects | Source_Income_Purpose,Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | Thats were we get income as well as for example cattle we use it for cultivating | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Because everything we use comes from natural resources like tree for building, animals for proteins | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The charcoal purposes is bad because the land is left bare unlike for agriculture cutting which is replaced with other plants | Agriculture_Areas_Dependent | It is where income comes from for a living | NaN | NaN | NaN | NaN |
| 11 | 12 | Moofwe ward | Natwange start group | Chicken and goat rearing | Greaterthan16Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Agree_Likert | There are rules from the chiefs who ensure that harvesting period is followed as well as the period of burning the bush | Strongly_Disagree_Likert | Strongly_Agree_Likert | There are sometimes we have to give the Chiefs from the harvest that we collect or produce that has to be accounted for | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | The game parks help us as a source of income in form of meat from animals and tree it is were rains can come from if they are protected | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | If we had kept well the projects like chicken and goats that would help to not depend on the natural resources | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | The cultivation of cassava requires always barren land that has never been cultivated before for it to grow well but if other crops such as beans, vegetables maize can reduce deforestation | Agriculture_Areas_Dependent | It helps us cultivate cassava and maize, there is not much fishing activity | NaN | NaN | NaN | NaN |
| 12 | 13 | Moofwe ward | Mi hile community group | Fish farming | 12to16Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Agree_Likert | There is a norm that the bush should be burned when it is not very dry so that the bush does not completely burn and also to support quick regermination of vegetation and trees | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose,Source_Income_Purpose | Strongly_Agree_Likert | Other_Connection | There is need to keep the fish for instance fish in the ponds so that they do not get extinct | 3to4Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Through the fish ponds of our project | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | They burn down the trees that were about to shoot up | Agriculture_Areas_Dependent | From farming we obtain food for consumption at household level | NaN | Taking care of nature without destroying it | NaN | NaN |
| 13 | 14 | Moofwe ward | Tushwesheko group | Goat rearing | 4to8Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Disagree_Likert | There are no cultural norms | Strongly_Disagree_Likert | Strongly_Disagree_Likert | At the moment we follow the laws of the government and not cultural norms | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | Because we are the ones who look after them on a daily basis | 3to4Years_Long | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Because they can also improve our livelihood in future | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Land_Agriculture | Chitemene system for cultivation leads to deforestation than the others | Wetlands_Dependent,Forest_Dependent | There comes food for a living | NaN | NaN | NaN | NaN |
| 14 | 15 | Moofwe ward | Kanyembo forestvmanagemnt | Forest | Greaterthan16Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | It is a source of livelihood | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | As long as I have money for other livelihoods | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert | Land_Agriculture | It is a source of food for most people in the area | Agriculture_Areas_Dependent | It is where our food security comes from | NaN | NaN | NaN | NaN |
| 15 | 16 | Moofwe ward | Natubombeshe group | Goat rearing and banana plants | Greaterthan16Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We ask from the headman to give us a place where we can keep goats in a place acceptable to traditional laws | Nature_Protection_Purpose | Strongly_Agree_Likert | Other_Connection | There is need to protect nature for instance cutting down trees along the river, will lead it to drying and destruction of animals or biodiversity in the river | 3to4Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | We want to venture into farming and that the reason why we shifted to the place we are located | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Land_Agriculture | Thats were we get our livelihoods | Forest_Dependent | The trees bring rainfall in our area as compared to our areas | NaN | Taking care of nature | NaN | NaN |
| 16 | 17 | Moofwe ward | Koselela community group | Koselela community group | Lessthan4Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Undecided_Likert | We do not know what the norms are | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | No answer | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | It is a source of income | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Wood_Extraction | It is the source of income | Agriculture_Areas_Dependent | It is the source of income | NaN | NaN | NaN | NaN |
| 17 | 18 | Nachikufu ward | Mindo Copperatives | Piggery and Gardening | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Agree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Agree_Likert | There is nothing because those things ended a long time ago and the Chiefs would talk to the spirits to protect the land | Nature_Protection_Purpose | Strongly_Disagree_Likert | Other_Connection | For the purpose of future to meet their needs | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Land_Agriculture | Some times we cut trees even where we do not want to cultivate as well as burining kills animals that are necesary for making the soil fertile | Agriculture_Areas_Dependent | The majority of people cultivate land for livelihood than depending on buying in shops | NaN | Source of good air, and food products | NaN | NaN |
| 18 | 19 | Nachikufu ward | Fort hares tailing project | Gardening and tailering | Lessthan4Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Strongly_Disagree_Likert | There are customary practices that protect the environment like the way ZAWA protects the biodiversity | Disagree_Likert | Disagree_Likert | There is nothing at the moment of having traditional leader doing spritual activities on the projects | Source_Income_Purpose | Strongly_Disagree_Likert | Material_Connection | They are a source of income | 3to4Years_Long | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | They can assist in having adequate water if trees are not cut as well as future general to see the natural resources | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Uncontrolled_Fires | Buring can destroy the products or crops that are in the soil | Wetlands_Dependent | If there is less rainfall it helps us as a source of water | NaN | NaN | NaN | NaN |
| 19 | 20 | Nachikufu ward | Kaumbe mango tree goat and garfening project | Goat rearing abd gardening | 4to8Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Agree_Likert | He has never heard of that or learnt about it | Disagree_Likert | Strongly_Disagree_Likert | We do not include cultural practices | Source_Income_Purpose | Strongly_Disagree_Likert | Material_Connection | The trees help us in bring rainfall | 3to4Years_Long | NaN | Disagree_Likert | Disagree_Likert | The world is becoming mordenised thus we need to adapt to the current status | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | Wood_Extraction | The cutting down of treed can change the landscape | Agriculture_Areas_Dependent | Thats whats is common within our area | NaN | NaN | NaN | NaN |
| 20 | 21 | Nachikufu ward | NaN | Kabundi intergrate livestock project | Greaterthan16Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Strongly_Disagree_Likert | There is chitemene system which is a customary practice that destroys the environment | Strongly_Disagree_Likert | Strongly_Disagree_Likert | So that the project can move well if the headman is not in the project otherwise if included it might have problems | Source_Income_Purpose | Strongly_Disagree_Likert | Material_Connection | Source of income | 3to4Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | Thats where some of our income comes from | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Wood_Extraction | NaN | Forest_Dependent | They are a source of traditional medicine | NaN | NaN | NaN | NaN |
| 21 | 22 | Nachikufu ward | Kaloswe community Forest | Bee keeping, chickrn rearing and oniion | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Disagree_Likert | There are cultural practices to burn the bush at a certain period for harvesting | Strongly_Agree_Likert | Strongly_Agree_Likert | They are not included | Nature_Protection_Purpose,Other_Purpose | Strongly_Disagree_Likert | Material_Connection | We harvest at the right time to prevent or to management the natural resources properly | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | There are some sub projects that we do such as bee keeping that can be disturbed by late burning but early burning does not disturb them because the fire is not that much | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The cutting down of tress destroys much because there is no regrowth | Wetlands_Dependent | It provides water for drinking and water is life | The fire can burn all the biodiversity that allow the environmental process | NaN | NaN | NaN |
| 22 | 23 | Lulimala ward | Chimyaga muchele community forest | Faorest, bee keeing and garden | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | The cutting down of trees along the river is not allowed | Strongly_Disagree_Likert | Strongly_Agree_Likert | If there are no customary practices the natural resources can get destroyed | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | Through taking care of them | 3to4Years_Long | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | We need to change for instance we depend on water from Lulimala river and if it dries, we will not get water | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | For us to have income a huge area of trees has to be cut down | Wetlands_Dependent | Water is the source of life | NaN | NaN | NaN | NaN |
| 23 | 24 | Lulimala ward | Limalal primary school( ptoduction unit committr) | Tree plantation | Lessthan4Lima_Size | EbA_CENTRAL_MUCHINGA_LUAPULA | yes | Lessthan10People_Many | Strongly_Agree_Likert | There acts of late burning that destroys the environment as the people in the communities would want to catch Catapilars for consumption or sale | Undecided_Likert | Agree_Likert | No answer | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | Source of income | 3to4Years_Long | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | It is because we depend on natural resources thus changing is not easy | Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | NaN | Land_Agriculture | There are commercial agriculture activities that clear huge chucks of lands | Agriculture_Areas_Dependent | It is a source of food crops and income | NaN | NaN | NaN | NaN |
| 24 | 25 | Lulimala ward | Mibobo communitybforrst | Forest and bee keeping | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Agree_Likert | Because a long time ago people had poor management of natural but at the moment there are practice to maintain biodiversity | Agree_Likert | Agree_Likert | No answer | Nature_Protection_Purpose | Undecided_Likert | Material_Connection | Source of income | 3to4Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | I do not use natural resources | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | Source of income | Agriculture_Areas_Dependent | We use them are for cultivation | NaN | NaN | NaN | NaN |
| 25 | 26 | Lulimala ward | Chaya bee keepimg | Bees | 4to8Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | If there are no cultural practices, the future generations will not know anything | Disagree_Likert | Agree_Likert | If it is not done the product or project will not work well | Nature_Protection_Purpose | Agree_Likert | Material_Connection | They bring development such as tourism | 3to4Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | There natural resources that are protected that cannot be accessed | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | For forming og food crops | Forest_Dependent | Source of income | NaN | NaN | NaN | NaN |
| 26 | 27 | Lulimala ward | Choso goat rearing | Goats and gardening | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | NaN | NaN | NaN | NaN | NaN | NaN | Agree_Likert | Material_Connection | For income | 3to4Years_Long | Disagree_Likert | Agree_Likert | Agree_Likert | We use them according to the accepted norms | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | That is the source of income | Forest_Dependent | We are mostly farmers | NaN | NaN | NaN | NaN |
| 27 | 28 | Lulimala ward | Bunishi banana goat rearing gardening | Goat rearing and gardening | 8to12Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Agree_Likert | The customary practices promote early burning but some people tend to burn late | Strongly_Disagree_Likert | Strongly_Agree_Likert | We follow the customary practices but people burn late which is not inorder | Nature_Protection_Purpose,Other_Purpose | Strongly_Agree_Likert | Material_Connection | The natural resources like trees give shade, medicine and we also get fresh air | 3to4Years_Long | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Yes but we normally use natural resources somehow | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | There are people who plant huge areas of land for a livelihood | Agriculture_Areas_Dependent | Thats is the sources of income for our livelihoods | NaN | NaN | NaN | NaN |
| 28 | 29 | Lulimala ward | Kambili cooerative | Pig rearing and orangrs | 12to16Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Disagree_Likert | There are no cultural practices | Strongly_Disagree_Likert | Strongly_Agree_Likert | We do it so that our livelihood can improve | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | Like water is the source of life while trees are source of fresh water | 3to4Years_Long | Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We depend on agriculture and not the natural resource like forest | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The animals will not have food as well as the trees would dry | Wetlands_Dependent | He has a lot of activities that comes from water | NaN | NaN | NaN | NaN |
| 29 | 30 | Lulimala ward | Production Unit Committee Chunda Ponde Secondary School | Tree | Lessthan4Lima_Size | EbA_CENTRAL_MUCHINGA_LUAPULA | yes | Lessthan10People_Many | Strongly_Agree_Likert | The unregulated allocation of parcels of land in the forests | Strongly_Agree_Likert | Strongly_Disagree_Likert | They are not available | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | NaN | Undecided_Likert | Undecided_Likert | Undecided_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Land_Agriculture | For income and food crops | Agriculture_Areas_Dependent | For food crops | NaN | NaN | NaN | NaN |
| 30 | 31 | Lulimala ward | Oroduction unit comkitte chunda ponde primary scjool | Tree plantation | Lessthan4Lima_Size | EbA_CENTRAL_MUCHINGA_LUAPULA | yes | Lessthan10People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not consider | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Disagree_Likert | NaN | They are are source of income | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert | Land_Agriculture | For farming activities which brings income | Agriculture_Areas_Dependent | It is where food crops come from | NaN | NaN | NaN | NaN |
| 31 | 32 | Lulimala ward | Lilimala cooertaives | Chicken rearing | 4to8Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Agree_Likert | Ba chipupila"" they have customary practices for protecting the natural resources | Strongly_Disagree_Likert | Agree_Likert | We just follow the historical practices of our forefathers | Nature_Protection_Purpose | Agree_Likert | Material_Connection | They are source of income | 3to4Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | We mostly use goats and pigs in our livelihoods | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | The soil gets degraded and we movebto another portion of land | Agriculture_Areas_Dependent | Thats is the source of food crops as well as income | NaN | NaN | NaN | NaN |
| 32 | 33 | Lulimala ward | Chunda ponde buikking centre | It is will be stotage of farming products except maize | Lessthan4Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Agree_Likert | There are places such as grave yard which are protected from deforestation | Strongly_Agree_Likert | Strongly_Agree_Likert | There cultural practices such as spririal rites done by traditional authority | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | So that the environment is protected and I have some business that I have | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | It is a source of income | Wetlands_Dependent,Forest_Dependent | The wetlands and trees have the same values in helping us such as source of traditional medicine | NaN | NaN | NaN | NaN |
| 33 | 34 | Kalanga ward | Miyombe acquaculture cooperative society | Fish ponds , gardrning and a poutry is beeing planned | 8to12Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Agree_Likert | The accessing of land from the traditional authority who also give instructions of where to put livelihoods and not close to the water sources or resources | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | They are a source of income | Lessthan2Years_Long | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | It is easier to change because of the experience we have on the natural resources and we change in accordance to climate change | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | Some people burn the agriculture area because they are looking for rats. In addition, they burn food crops due to search of rats | Agriculture_Areas_Dependent | Thats were we grow our crops for a livelihood | NaN | NaN | NaN | NaN |
| 34 | 35 | Kalanga ward | NaN | Goat rearing | 4to8Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Other_Connection | The ZAWA Officers are the ones connected to them because they look after them | 5to6Years_Long | Undecided_Likert | Undecided_Likert | Undecided_Likert | No answer | Strongly_Agree_Likert | NaN | Disagree_Likert | Disagree_Likert | Agree_Likert | Wood_Extraction | The cutting down of trees destroy or change the landscape because it is for a livelihood | Agriculture_Areas_Dependent | The livelihood we have is farming as our main stay | NaN | We do not related | NaN | NaN |
| 35 | 36 | Kalanga ward | Stop the chop women club | In future they will plant pine trees and sunflower | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many | Agree_Likert | The land where the natural resources are located are owned by the traditional authority | Agree_Likert | Agree_Likert | A project cannot operate without consulting the traditional authority | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | Lessthan2Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | They can change slowly due to low performance of the group | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The trees have challenges in growung up if they are burned | Forest_Dependent | It provides resources for the people in terms of wood | NaN | NaN | NaN | NaN |
| 36 | 37 | Kalanga ward | SDA Main church | Fish ponds | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many | Disagree_Likert | There is nothing | Disagree_Likert | Disagree_Likert | There is nothing | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | Lessthan2Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | There are the livelihoods we engage in such as keeping goats and fish farming | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | The people who are cutting tree for charcoal destroy them such it is difficult for regeneration | Agriculture_Areas_Dependent | We obtain food crops that assist us in our livelihood | NaN | NaN | NaN | NaN |
| 37 | 38 | Kalanga ward | Nursery Tree plwnting | Pine trees | Lessthan4Lima_Size | TRALARD_LNM | yes | Lessthan10People_Many | Agree_Likert | Chitemene system destroys the environment | Agree_Likert | Disagree_Likert | We do not do that | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | They are a source of income through tourism | Lessthan2Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | I have some other livelihood like keeping goat chickens gardening and hiring of wedding dresses | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | Source of income | Wetlands_Dependent | Water is life and it is used to water the environment for tree to grow to prevent it developing into a desert | NaN | NaN | NaN | NaN |
| 38 | 39 | Kalanga ward | Tikokelane saving group | Saving or loans | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 30to40People_Many | Disagree_Likert | There is nothing | Disagree_Likert | Disagree_Likert | There is nothing | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Disagree_Likert | Agree_Likert | Agree_Likert | We do not depend on them | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The trees dry when they are burnt | Agriculture_Areas_Dependent | It is a source of crops for food | NaN | NaN | NaN | NaN |
| 39 | 40 | Kalanga ward | Hope saving for change | Saving and loans | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 30to40People_Many | Agree_Likert | I have experienced the cultural practices interfering forest management | Agree_Likert | Agree_Likert | No answer | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | Lessthan2Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | It would be difficult but after some time it would change gradually | Agree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The fires cause a lot of damage to biodiversity as well as plants | Agriculture_Areas_Dependent | Thats were we grow crops for our livelihoods | NaN | NaN | NaN | NaN |
| 40 | 41 | Kalanga ward | Vitumbiko cooerqtives | Fish ponds | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 30to40People_Many | Disagree_Likert | There is nothing | Undecided_Likert | Undecided_Likert | There is nothing | Source_Income_Purpose,Other_Purpose | Agree_Likert | Material_Connection | No answer | Lessthan2Years_Long | Agree_Likert | Strongly_Agree_Likert | Agree_Likert | NaN | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The trees get burn reducing regeneration as well as the fertility of the soil | Wetlands_Dependent | Source of life | The tourist bring income in terms of viewing the animals | NaN | NaN | NaN |
| 41 | 42 | Ntonga ward | Non | Bee hives | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Lessthan10People_Many | Strongly_Agree_Likert | Our old parents taught us to protect the environment so that is more like a customary practice | Agree_Likert | Disagree_Likert | We do not do it | Nature_Protection_Purpose | Disagree_Likert | Material_Connection | They help us in being a source of food as well as water | Lessthan2Years_Long | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | There is need to change because the world is developing hence to move with it | Agree_Likert | Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The trees get destroyed when they are burnt and it is difficult for them to regenerate | Agriculture_Areas_Dependent | When i have a portion of land then i will be cultivating in one area and thus i cannot be cutting trees | NaN | NaN | NaN | NaN |
| 42 | 43 | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Lessthan10People_Many | Disagree_Likert | There is nothing | Disagree_Likert | Disagree_Likert | We do not do that it as it is unneccesary | No_Idea_Purpose | Disagree_Likert | Other_Connection | Where trees are protected it leads to rainfall in the area | 7to8Years_Long | Disagree_Likert | Disagree_Likert | Agree_Likert | The keeping of goats helps in protecting the environment because the livelihood is depend on them | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | The cutting of trees for charcoal prevents regeneration | Agriculture_Areas_Dependent | Thats where we get food products for our livelihoods | NaN | Protection of trees | NaN | NaN |
| 43 | 44 | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Lessthan10People_Many | Disagree_Likert | There is nothing | Disagree_Likert | Undecided_Likert | We do not have | Nature_Protection_Purpose | Agree_Likert | Material_Connection | They are a source of livelihood | 3to4Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | They are a source of income | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | The cutting trees for charcoal requires a huge land as compared to a farm which will be only one partition of land | Wetlands_Dependent | Water is life | NaN | NaN | NaN | NaN |
| 44 | 45 | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | Lessthan10People_Many | Disagree_Likert | There is nothinhg | Disagree_Likert | Agree_Likert | Sometimes we discuss locally how the animals are going to be looked after | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | So that the government can support us in turn we protect the environment | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The small biodiversity are destroyed by fire | Wetlands_Dependent | Water is life | NaN | NaN | NaN | NaN |
| 45 | 46 | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Disagree_Likert | We do not have any traditional practices but it is only the government that guides us on what we should do | Undecided_Likert | Disagree_Likert | We do not have anything | Other_Purpose | Strongly_Disagree_Likert | Material_Connection | Somehow but more to protect them | 5to6Years_Long | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | I only use domesticated animals | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | Burning destroys the trees | Wetlands_Dependent | Water is life | For sources of income through tourism | NaN | NaN | NaN |
| 46 | 47 | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Agree_Likert | There are rules that are made which are customary practices that should be followed | Agree_Likert | Agree_Likert | We always follow the laws that are taught to us | Nature_Protection_Purpose | Agree_Likert | Material_Connection | They help in a lot of things such as the air we breath | 5to6Years_Long | Disagree_Likert | Agree_Likert | Agree_Likert | If there are people who are teaching you there are new things that you learn | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The fire burns the trees and it leads them to dry | Forest_Dependent | No answer | NaN | NaN | NaN | NaN |
| 47 | 48 | Ntonga ward | Muwalule conservation club | Piggery rearing and bee keeping | 8to12Lima_Size | TRALARD_LNM | yes | Lessthan10People_Many | Agree_Likert | There are places that they do not allow cutting trees as well as cutting down fruit bearing trees | Disagree_Likert | Disagree_Likert | We do not do it | Nature_Protection_Purpose | Agree_Likert | Material_Connection | They protect us for instance trees protect from wind and they bring fresh air as well as prevent rivers from drying | 3to4Years_Long | Disagree_Likert | Disagree_Likert | Agree_Likert | Some things are difficult to look after for instance honey from bee or mushrooms which may be difficult to find | Disagree_Likert | Agree_Likert | NaN | Strongly_Disagree_Likert | Agree_Likert | Land_Agriculture | The people cutting huge chucks of land for cultivation of crops | Agriculture_Areas_Dependent | That is where crops and income comes from | NaN | NaN | NaN | NaN |
| 48 | 49 | Ntonga ward | Nachipuzi woenen club | Goat rearingwe | 4to8Lima_Size | TRALARD_LNM | yes | 10to20People_Many | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Agree_Likert | Agree_Likert | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 49 | 50 | Chitimbwa ward | Nkalandu | Chicken rearing and gardening | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Agree_Likert | If there is no protection of the environment the resources can be depleted | Disagree_Likert | Agree_Likert | We can destroy the environment if there are no customary practices | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | If it is the protected resources we can change | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | When burning there are a lot of things like snakes, houses and other important biodiversity that are destroyed | Agriculture_Areas_Dependent | Thats were we get food that we eat | NaN | NaN | NaN | NaN |
| 50 | 51 | Chitimbwa ward | Kampemba cooerativ | Chiecken and gardening | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Disagree_Likert | There is nothing | Disagree_Likert | Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Lessthan2Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | We do not use them | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | That is the source of livelihood | Agriculture_Areas_Dependent | Source of livelihood | NaN | NaN | NaN | NaN |
| 51 | 52 | Chitimbwa ward | Izuka coper | Pog rearing | 12to16Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Undecided_Likert | There is nothing or traditional practices because long time it was the duty of the traditional authority but now it is the government responsibility | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Disagree_Likert | Agree_Likert | As long as there is help from the government | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | Thats is the source of food crops | Wetlands_Dependent | Life is water | NaN | NaN | NaN | NaN |
| 52 | 53 | Chitimbwa ward | Chammwisanza | Pigg rearing | 4to8Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing, the SES are looked after the game park officers or officers mandated to do so | Disagree_Likert | Disagree_Likert | NaN | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 3to4Years_Long | Disagree_Likert | Agree_Likert | Agree_Likert | So that that we can do farming | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | Wood_Extraction | Because people are just cutting the trees anyhow | Wetlands_Dependent | Water is life for evryone to drink | NaN | NaN | NaN | NaN |
| 53 | 54 | Chitimbwa ward | Chitimbwa woemenn club | Goat rearing | 4to8Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Agree_Likert | There is no cutting of trees anyhow | Disagree_Likert | Disagree_Likert | We do not include | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | The project we have can help us improve our livelihoods | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | The cutting of trees for charcoal finishes trees than others | Agriculture_Areas_Dependent | That were our income and food crops come from | NaN | NaN | NaN | NaN |
| 54 | 55 | Chitimbwa ward | Mookeleni Coooeeative | Piig rearing | 4to8Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Disagree_Likert | There is nothing | Disagree_Likert | NaN | There is nothing | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Disagree_Likert | Disagree_Likert | There are things of just learning more in what we are already doing | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Land_Agriculture | NaN | Forest_Dependent | Where there are trees it rains much as well as the soil is fertile | NaN | NaN | NaN | NaN |
| 55 | 56 | Chitimbwa ward | Mikango coperrati | Pig rearing | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Agree_Likert | They teach us to protect the environment through preventing Chitemene system | Disagree_Likert | Disagree_Likert | NaN | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | Lessthan2Years_Long | Agree_Likert | Disagree_Likert | Disagree_Likert | NaN | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The burning destroys the fertility of the soil | Wetlands_Dependent | Water is life | NaN | NaN | NaN | NaN |
| 56 | 57 | Makuya ward | Kanyamisouv cfmg | Forest and behives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Agree_Likert | We always teach people or community on how to protect the environment | NaN | Strongly_Agree_Likert | They cannot be changed because we would like to have the environment protected for our generation to see them in future | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | Thats where we get honey from the bees hive for us to have a lot of money | 3to4Years_Long | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | We can change the ways of depending on cutting tree so that we focus on producing honey for our livelihoods | Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | NaN | Agriculture_Areas_Dependent | Thats were we get foods crops for our survival | NaN | NaN | NaN | NaN |
| 57 | 58 | Makuya ward | Makuya CFMG | Natural and behovees | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Agree_Likert | Previously people used to cut trees anyhow but now there is change | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | We have a knowledge that makes us act in the certain way currently and in future we might have new knowledge that would make us act in a different way from the initial one | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Land_Agriculture | That the reason we were told to start doing conservation farming which entails farming in the same locality | NaN | NaN | NaN | NaN | NaN | NaN |
| 58 | 59 | Makuya ward | Kewundu CFMG | Beehavies and trees | NotApplicable_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Strongly_Agree_Likert | Agree_Likert | We are earning from natural resources so that we can develop | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | Chitemene systems and burning have been disallowed | Agriculture_Areas_Dependent | Each and every individual depend on agriculture land | NaN | NaN | NaN | NaN |
| 59 | 60 | Makuya ward | Kimba cfmg | Fiorse qnd behives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Agree_Likert | The cultural aspects are considered because they are within the CFMG | NaN | Agree_Likert | Material_Connection | NaN | 7to8Years_Long | Agree_Likert | Disagree_Likert | Agree_Likert | The change is easier because it is depent on the people and it can be easily changed | Agree_Likert | Disagree_Likert | Agree_Likert | NaN | Agree_Likert | Uncontrolled_Fires,Land_Agriculture | It is the main purpose we do for our livelihood | Forest_Dependent | NaN | NaN | NaN | NaN | NaN |
| 60 | 61 | Ntambu ward | Chhulu cfmg | Trees and beehives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | NaN | NaN | NaN | Strongly_Agree_Likert | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 61 | 62 | Ntambu ward | Mpulumpa ward | Tress and beehivess | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 62 | 63 | Silunga ward | Kayo ge cfmg | Forest and beehives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | Thats where we get free air and traditional medicine and most of our livelihood depend on the natural resources | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | There are other livelihoods we plan for such as small livestock in the CFMG as well as gardens | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The fire destroys a lot of things such as the air we breathe, the soil fertility, small animals and plants | Wetlands_Dependent | Water is life thus if there is no water all the plants will dry | NaN | NaN | NaN | NaN |
| 63 | 64 | Makuya ward | Kema | Behivees, trees | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Disagree_Likert | The traditional way of management has been stopped but the government has taken over the management of forest and biodiversity | NaN | NaN | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Other_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | Land_Agriculture | The land cultivated is done on a big land that transforms the landscapes | NaN | NaN | NaN | Taking care of the animals | NaN | NaN |
| 64 | 65 | Makuya ward | Kesumpa CFMG | Behevies and Tress | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Agree_Likert | They normally give rules on how to protect the environment | NaN | NaN | NaN | NaN | Undecided_Likert | NaN | NaN | 3to4Years_Long | Agree_Likert | Disagree_Likert | Disagree_Likert | We do not have money for protection of the environment and we have not yet had money from the carbon trade and we have been waiting for it for long time now | Agree_Likert | Disagree_Likert | Agree_Likert | Undecided_Likert | Agree_Likert | Uncontrolled_Fires | We want to reduce the burning of the areas because it destroys the environment | NaN | NaN | NaN | NaN | NaN | NaN |
| 65 | 66 | Ntambu ward | Ntambu central cfmg | NaN | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Agree_Likert | The traditional methods of harvesting such as poaching, burning and cutting down of trees | Strongly_Agree_Likert | NaN | NaN | NaN | Strongly_Agree_Likert | NaN | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | If there are other sources of earning a living | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | That is the main stay of living | Agriculture_Areas_Dependent | NaN | NaN | NaN | NaN | NaN |
| 66 | 67 | Ntambu ward | NaN | NaN | NaN | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | NaN | There is no cultural aspects that hinder due to the community management forest intervention and practices such as catching rats may cause disturbances to the environment | Strongly_Agree_Likert | Strongly_Agree_Likert | Even the Bible says do not forget your roots | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Through management of the forest and through capacity buildiing | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The fire destroys the flowers for the production of honey which is reduced | Forest_Dependent | That is the source of mushrooms, catapilars if the forests are protected well where she is working as a honarary officer | NaN | NaN | NaN | NaN |
| 67 | 68 | Namwala Central ward | Non applicable | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Disagree_Likert | There is nothing | Disagree_Likert | Strongly_Disagree_Likert | We do not include it in our aspect | Source_Income_Purpose | Agree_Likert | Material_Connection | For instance , fish that is caught brings income or source of food as well as trees bring rainfall indirectly | 3to4Years_Long | Agree_Likert | Agree_Likert | Undecided_Likert | It is a challenge to change because there are always up and downs when changing from one situtation to the other | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert | Wood_Extraction | The people that make charcoal cut down trees that are fresh and they cut a huge area | Wetlands_Dependent | Water is life and is used in every situation such as cultivation, watering gardens | NaN | NaN | NaN | NaN |
| 68 | 69 | Namwala Central ward | Non applicable | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Agree_Likert | There are people who cut down trees thus leading the wild animals lacking where to sleep or shelter | Agree_Likert | Agree_Likert | We always follow what we are told | NaN | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | NaN | NaN | Agriculture_Areas_Dependent | It brings us food as well as income | NaN | NaN | NaN | NaN |
| 69 | 70 | Namwala Central ward | Not applicable | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Undecided_Likert | I have no idea | Agree_Likert | NaN | NaN | NaN | Undecided_Likert | NaN | NaN | 3to4Years_Long | Undecided_Likert | Undecided_Likert | Disagree_Likert | NaN | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert | Land_Agriculture | NaN | Wetlands_Dependent | NaN | NaN | NaN | NaN | NaN |
| 70 | 71 | Namwala Central ward | Shapopa shachala | Gerdening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Disagree_Likert | A long time there was ""malende"" which used to protect the tree but at the moment it is not taking place | Strongly_Agree_Likert | Strongly_Agree_Likert | We have to consider it because if it is not the projects would not work well for instance in Livingstone the community destroyed the cultural activities of northwestern because they came from a different region | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | There is climate change that forces to change the livelihoods | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It destroys a lot of biodiversity such as eggs of birds and snakes | Forest_Dependent | During floods cattle go to the forest areas where they graz | NaN | NaN | NaN | NaN |
| 71 | 72 | Namwala Central ward | Manokubwana | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Agree_Likert | There are practices such called ""Malende"" that protect certain areas that prohibit trees from being cut down | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Disagree_Likert | Undecided_Likert | Agree_Likert | We only depend on domecticated animals | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | Their livelihood depends on the activities of charcoal burning | Agriculture_Areas_Dependent | Thats where we get our food from | NaN | NaN | NaN | NaN |
| 72 | 73 | Namwala Central ward | Sepa sahao MPCS | gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Agree_Likert | The Borehole cannot be sank near the grave yard and when there is funeral in the community you cannot hold a meeting in the village | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Disagree_Likert | Disagree_Likert | Agree_Likert | As long as there is support from somewhere | Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Grazing | The animals are always grazing through the vegetation and there is no room given to plants to sprout out | Agriculture_Areas_Dependent | Because am a farmer | NaN | NaN | NaN | NaN |
| 73 | 74 | Namwala Central ward | Tusole youth centre | Gardening | NaN | SCRiKA_LS | yes | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 74 | 75 | Namwala Central ward | Chinyemu B | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Agree_Likert | There are Hynas that eat our livestocks but when we kill them we are in conflict with ZAWA Officers | Agree_Likert | Strongly_Disagree_Likert | There is nothing included | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | If there are resources we can change the livelihood | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | When the trees are cut for charcoal, the stem dies and no replacement for it | Agriculture_Areas_Dependent | That is where we farm the products | NaN | NaN | NaN | NaN |
| 75 | 76 | Namwala Central ward | Chiyemyu A | Gargening | Lessthan4Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Disagree_Likert | There is nothing | NaN | Agree_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | As long as we have no where to depend on for our livelihoods | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Uncontrolled_Fires | Fire destroys everything than the others because even the biodiversity get killed | Agriculture_Areas_Dependent | Thats where we get food crops | NaN | NaN | NaN | NaN |
| 76 | 77 | Namwala Central ward | Maselo widows club | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | The ownership of land by Chief in the river gives them power to destroy the area by giving it out for cultivation activities | Strongly_Disagree_Likert | Agree_Likert | The groups have their own mission like our group we give money to the orphans from the profit we make | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | If have have enough water inland than depeneding on the river shores for cultivation purposes then the livelihoods would change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The fires cuts across a huge area and kills everything on it way | Agriculture_Areas_Dependent | Thats where we get food crops | NaN | NaN | NaN | NaN |
| 77 | 78 | Namwala Central ward | Namwala multipurpose coperetive | Gardening, chicken rearing and winter maize | Lessthan4Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | Nothing is considered | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Disagree_Likert | Agree_Likert | Agree_Likert | Thing are evolving thus I cannot be stagnant | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert | Land_Agriculture | Most of the land is used for agriculture purposes and cutting is done at a large scale | Agriculture_Areas_Dependent | That where we get most of the food crops and livelihood is dependent on it | NaN | NaN | NaN | NaN |
| 78 | 79 | Namwala Central ward | Savings for change Nakable | Savings | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 10to20People_Many | Disagree_Likert | I have not heard of anything like that | NaN | Undecided_Likert | NaN | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Because am used to it | Disagree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | NaN | NaN | It destroys life and it is difficult to regenerate | NaN | NaN | NaN | NaN |
| 79 | 80 | Namwala Central ward | Maunga saving group | Saving | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many | Strongly_Agree_Likert | There cultural practices of that can prevent rains from falling if the ""Malende"" has been disturbed | Strongly_Agree_Likert | Strongly_Agree_Likert | We do not do it | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | As long as we are helped with altrenative livelihoods | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | Burning destroys life and everything in it | Agriculture_Areas_Dependent | Our livelihood is based on farming | NaN | NaN | NaN | NaN |
| 80 | 81 | Namwala Central ward | Alternative livelihood | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Agree_Likert | There are bad fishing methods as well as people settling in the game parks | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | We are trying to shift to make gardens for our livelihoods | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The fire destroys almost everything | Agriculture_Areas_Dependent | They are a source of source of livelihood | NaN | NaN | NaN | NaN |
| 81 | 82 | Namwala Central ward | Shomachako saving group | Savings | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Greaterthan40People_Many | Disagree_Likert | There is nothing that i know that can hinder | Disagree_Likert | Disagree_Likert | We do not do it | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Disagree_Likert | When changing to another lifestyle it means that you are starting a new life | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | Land_Agriculture | It causes soil erossion | Agriculture_Areas_Dependent | That where we get food crops for our livehoods | NaN | NaN | NaN | NaN |
| 82 | 83 | Namwala Central ward | Namwala persons with disabilities | Goat rearing | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Nothing is considered | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | The way things of climate change are it calls for changes | Undecided_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert | Land_Agriculture | The agriculture activities is about uprooting the tree thus distruction of the environment | Forest_Dependent | The area for farming are found in the forest areas | NaN | NaN | NaN | NaN |
| 83 | 84 | Namwala Central ward | ShibukoloMPCS | Goat rearing | NaN | SCRiKA_LS | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | As long as there are different alternative livelihoods | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The burning covers a huge area and kills all the biodiversity on it ways | Wetlands_Dependent | That where our cattle graze | NaN | NaN | NaN | NaN |
| 84 | 85 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 85 | 86 | Mbila ward | Nanagwe goat rearing | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Agree_Likert | We do not | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Yes because we are depending of the catle we are looking after thus it is easy to change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Wood_Extraction | The making of charcoal mainly focuses on big trees that make a desert in the area | Agriculture_Areas_Dependent | That is where we cultivate as a source of food crops while game parks help's we depend on the ZAWA Officers to give out resources | NaN | NaN | NaN | NaN |
| 86 | 87 | Mbila ward | Kaunga goat rearing | Goat rearing | Greaterthan16Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Undecided_Likert | I do not know | Undecided_Likert | Undecided_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | NaN | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | If there is no profit in one livelihood I can change to another type of livelihood | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Undecided_Likert | Strongly_Agree_Likert | Wood_Extraction | It destroys the tree if everyone was to cutting trees for energy | Agriculture_Areas_Dependent | We are farmers by nature | NaN | NaN | NaN | NaN |
| 87 | 88 | Mbila ward | Shandubula borehole | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Disagree_Likert | There is nothing | Disagree_Likert | Disagree_Likert | Not included | NaN | Disagree_Likert | Material_Connection | NaN | 7to8Years_Long | Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | It is not easy but it is important to change because of climate change where you have to change without taking alternative | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | When trees are cut for charcoal it takes time to grow thus causing climate change and in turn affecting our main livelihood of agriculture | Agriculture_Areas_Dependent | Thats a source of food crops | NaN | NaN | NaN | NaN |
| 88 | 89 | NaN | NaN | Mbila ward | Greaterthan16Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Disagree_Likert | NaN | Nature_Protection_Purpose | NaN | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Our livelihood depends on farming as our main activities | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | NaN | Agriculture_Areas_Dependent | Thats were food comes from | NaN | NaN | NaN | NaN |
| 89 | 90 | Mbila ward | Mabula borehore | Gardening | NotApplicable_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Disagree_Likert | There is no such things | Undecided_Likert | Strongly_Disagree_Likert | We do not include | Nature_Protection_Purpose | Strongly_Agree_Likert | NaN | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Changing is difficult but when you get used it is fine | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | If the trees are cut the environment would be destroyed and the air quality would be bad | Agriculture_Areas_Dependent | Thats where we get food for eating or our livelihood | NaN | NaN | NaN | NaN |
| 90 | 91 | Mbila ward | hikolo borehole project | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing included | NaN | Strongly_Disagree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Because we are always depending on farming thus a change would lead us to access through that we do not have currently | Strongly_Disagree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | When you cut trees the rainfall will reduce that will lead to animals dying of thirst | Agriculture_Areas_Dependent | Where we cultivate, that is were we get crops | NaN | NaN | NaN | NaN |
| 91 | 92 | Mbila ward | Makumucha Dip Tank | Dipping cattle | 4to8Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | We are always focused in agriculture thus it is a little bit difficult to change | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | There is no clear law that prevents people from being scared of burning the bush | Agriculture_Areas_Dependent | That is were food and income come from to help us | NaN | NaN | NaN | NaN |
| 92 | 93 | Mbila ward | Twapenga goat | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Agree_Likert | No answer | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | No answer | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Uncontrolled_Grazing | NaN | Agriculture_Areas_Dependent | Thats where we get maize our staple food from farming | NaN | NaN | NaN | NaN |
| 93 | 94 | Mbila ward | Muchenje Poultry | Poutry rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Agree_Likert | NaN | Agree_Likert | Agree_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Experiential_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | I would prefer to shift to gardening that other activities | Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Land_Agriculture | NaN | Agriculture_Areas_Dependent | We are keeping birds and gardening thus the forest can be protected as well as the animals | NaN | NaN | NaN | NaN |
| 94 | 95 | Mbila ward | Twambo bee keeping | Bee keeking | Greaterthan16Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Disagree_Likert | Thee is nothing | Agree_Likert | Agree_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | If the change leads to a better life it can be easy | Agree_Likert | Agree_Likert | Agree_Likert | NaN | Undecided_Likert | NaN | NaN | Forest_Dependent | That were we are found | NaN | NaN | NaN | NaN |
| 95 | 96 | Mbila ward | Nakaalanta borehole | Geradening | NaN | SCRiKA_LS | yes | 30to40People_Many | Agree_Likert | There is lack of support to the WDCS and CRB to the local community to protect the environment. The licenses are given to investors to cut down trees but the community do not benefit from the sale of the trees but the only tradition authority benefits | Disagree_Likert | Agree_Likert | They are considered because the thatched roof, using poles for the cattle craw are some of the cultural aspects that are difficult to change unless people have enough money | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 7to8Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | If there are some guidelines to assist in changing the livelihood | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | The huge land is cleared for gardens | Agriculture_Areas_Dependent | Source of food crops | NaN | NaN | NaN | NaN |
| 96 | 97 | Mbila ward | Mikimutuba birehole | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Disagree_Likert | Not included | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | It is but currently there is drought thus difficult to change | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | It is a continuous process of cutting tree for charcoal thus it destroys the landscape | Agriculture_Areas_Dependent | The wetlands are dry thus, we depend on agriculture for food crops | NaN | NaN | NaN | NaN |
| 97 | 98 | Mbila ward | Mutwe Mano poutry | Rearing chichen and incubators | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | Nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | I do not know because the livelihood I would change might be worse than the current one | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The rainfall will reduce and there would be too much wind as well as climate change | Agriculture_Areas_Dependent | Thats where get crops for food | NaN | NaN | NaN | NaN |
| 98 | 99 | Mbila ward | Munyinga cattle reatpring | Dip tanknfor cattle | 4to8Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | Nothing | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | It can be changed with dependency to climate change | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | When the trees are reduced we are going to have a problem with the rainfall | Agriculture_Areas_Dependent | That were food is gotten and a borehole can be sank | NaN | NaN | NaN | NaN |
| 99 | 100 | Mbila ward | Yomena borehole | Gerdening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 100 | 101 | Luubwe ward | Muntu Monzo goat rearing | Goat rearing | Greaterthan16Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Strongly_Agree_Likert | Some people still want to lead a life of hunting and the use of mosquito nets for catching fish | Strongly_Agree_Likert | Strongly_Agree_Likert | The project is bettering our lives | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | As long as there are more advantages than disadvantages as well as technology allow it to be done | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | There are a lot of famers thus it is the major contributor | Wetlands_Dependent,Forest_Dependent | Animals graze in the forest and wetland and houses are made from trees from the forest | NaN | NaN | NaN | NaN |
| 101 | 102 | Luubwe ward | Inkabe yalaangana goat | Dip tqnk and gaot reatpring | 4to8Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Agree_Likert | NaN | NaN | NaN | NaN | NaN | Agree_Likert | Material_Connection | NaN | NaN | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | NaN | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | NaN | Agriculture_Areas_Dependent | We are farmers | NaN | NaN | NaN | NaN |
| 102 | 103 | Luubwe ward | Luubwe Livestock Centre | Dipping and gerdening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Disagree_Likert | NaN | Agree_Likert | Disagree_Likert | NaN | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | But we only depend on the forest and wetlands | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Land_Agriculture | Source of livelihood such as crops | Forest_Dependent | Thats were our animals feed | NaN | NaN | NaN | NaN |
| 103 | 104 | Luubwe ward | Maubi Cattle restocking | Dipp tank | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Agree_Likert | The traditional leaders prohibit people from making decision and some sell the land to people that lead to destruction of the environment even if people do not agree with the headman. The headman say it is his land and he can sell it to whom he wants | Disagree_Likert | Disagree_Likert | There is nothing | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | The natural resources were given to us by God and we depend on roots from trees for medicine and other fruits | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | Land_Agriculture | NaN | Wetlands_Dependent,Forest_Dependent | The animals graze in the wetlands as well as in the forest | NaN | NaN | NaN | NaN |
| 104 | 105 | Omba ward | Tunjile Goat Structure | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Disagree_Likert | They are under the control of the Chief who can make changes to them | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | If we are changing to the better one | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Land_Agriculture | We are farmers | Agriculture_Areas_Dependent | Thats were we get our income | NaN | NaN | NaN | NaN |
| 105 | 106 | Omba ward | Mmbiza solar powered | Gerdening | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Disagree_Likert | NaN | NaN | Strongly_Disagree_Likert | NaN | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Life is hard due to high cost of commodities | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Uncontrolled_Fires | The animals can have problems where to find food | Agriculture_Areas_Dependent | Everything comes from agriculture | NaN | NaN | NaN | NaN |
| 106 | 107 | Omba ward | Hangoma Solar powered | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Disagree_Likert | Strongly_Disagree_Likert | There is nothing that is included | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | We have only one activity that we do here such as farming thus changing is difficult | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | When you burn the bush it destroys both the tree and as well as the animals | Agriculture_Areas_Dependent | It is where we farm our crops | NaN | NaN | NaN | NaN |
| 107 | 108 | Omba ward | Habanyama solor power | Gardenning | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is a hill called ""Omba"" that releases smoke indicating that particular year there would be rainfall and evergthing would be fine in regards to rainfall | Strongly_Disagree_Likert | Strongly_Disagree_Likert | They are not taken into consideration | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | Our livelihood is just based on farming | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Uncontrolled_Fires | The burning makes the trees dry as well as young animals get killed | Wetlands_Dependent | Water is a source of life for our animals such as cattle | NaN | NaN | NaN | NaN |
| 108 | 109 | Omba ward | Shaamba Solar Power | Gardenung | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | Some cultural activities such as getting roots from the trees for medicine can destroy the trees | Agree_Likert | Strongly_Disagree_Likert | The project can be destroyed because of culture | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Disagree_Likert | Disagree_Likert | We always use products from the forest | Undecided_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The fire distroys almost everything even birds in the forest are destroyed | Agriculture_Areas_Dependent | We are farmers by nature | NaN | NaN | NaN | NaN |
| 109 | 110 | Omba ward | Shamba goat structure | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | NaN | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | NaN | Disagree_Likert | Our livelihood is difficult at the moment because of climate change | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | We are in a tradition of cultivation, if not we cannot survive as it is our tradition but burning destroys a lot of things hence a major contributor | Agriculture_Areas_Dependent | We are farmers by nature in southern province | NaN | NaN | NaN | NaN |
| 110 | 111 | Omba ward | Sikapande solar powered borehole | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Disagree_Likert | Only in not following the laws | NaN | Strongly_Agree_Likert | When we have been taught | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | NaN | NaN | NaN | Agriculture_Areas_Dependent | Thats were we get income from | NaN | NaN | NaN | NaN |
| 111 | 112 | Omba ward | Fumbe Fumbe solar borehole | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | NaN | NaN | NaN | NaN | NaN | NaN | Disagree_Likert | Experiential_Connection,Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | There is a problem with the boreholes | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 112 | 113 | Omba ward | Habulungu solar powered | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | There is no problem thus we cannot change | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The burning of the bush destroys the environment | Wetlands_Dependent | Water is life because our cattle drink water from the wetlands | NaN | NaN | NaN | NaN |
| 113 | 114 | Omba ward | Maika Male | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | NaN | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The animals depend on grass thus if burnt the animals would die | Wetlands_Dependent | Water is life and our domesticated animals need water and we depend on the animals | NaN | NaN | NaN | NaN |
| 114 | 115 | Omba ward | Moomba goat structure | Giat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | Our culture is that for someone to live well needs to cultivate a huge parcel of land thus leading to cutting down of the trees | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | It is not easy but it is a good thing | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | we depend on farming for our livelihood | Agriculture_Areas_Dependent | Thats where we get our food crops | NaN | NaN | NaN | NaN |
| 115 | 116 | Omba ward | Mbalanji goatvrearing | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Disagree_Likert | Strongly_Agree_Likert | The traditional leaders have to accept that a certain project has to be done on a specific place | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | The person can not change unless the person is shown what to do | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | For charcoal, people burn big tree that destroys the habitat for animals | Agriculture_Areas_Dependent | Thats where we get food crops and income | NaN | NaN | NaN | NaN |
| 116 | 117 | Omba ward | Tugwasane goat structure | Goat rearing | NaN | SCRiKA_LS | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 117 | 118 | Omba ward | Kamuseka solar project | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 30to40People_Many | NaN | NaN | NaN | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Disagree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | We can not manage to live without depending on the forest like our craw we use the trees | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Disagree_Likert | Land_Agriculture | NaN | Agriculture_Areas_Dependent | From agriculture we get food crops and income | NaN | NaN | NaN | NaN |
| 118 | 119 | Omba ward | Omba Solar borehole | Gardening | NaN | SCRiKA_LS | yes | 20to30People_Many | Undecided_Likert | No response | Agree_Likert | Disagree_Likert | The projects are not associated with the cultural aspects | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | The way we live we adapt any environment like now we have climate change thus we have adapted to challenges | Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | Anyone who burns the bush would burn the forest because there are no fire guards to prevent the forest from being burnt | Agriculture_Areas_Dependent | That is the major activity around this area | NaN | NaN | NaN | NaN |
| 119 | 120 | Kalobolelwa ward | NaN | Goat reaeing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | Thee is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Greaterthan9Years_Long | NaN | Disagree_Likert | Disagree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | If there is knowledge on how to protect the environment and people are doing things without any knowledge to protect the environment thus there is need to protect it | Agriculture_Areas_Dependent | From there we have food crops | NaN | NaN | NaN | NaN |
| 120 | 121 | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | Undecided_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The grass for grazing animals would be destroyed | Agriculture_Areas_Dependent | Thats were we get food for our living | NaN | NaN | NaN | NaN |
| 121 | 122 | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | NaN | NaN | Undecided_Likert | Strongly_Disagree_Likert | We do not | Source_Income_Purpose | Undecided_Likert | Material_Connection | 3to4Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | It is only the starting point that is difficult to change because in needs finances | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It destroys the food for the elephants on which it depends after it has been burnt | Agriculture_Areas_Dependent | Thats where we get food crops | NaN | NaN | NaN | NaN | |
| 122 | 123 | Kalobolelwa ward | Lichichecho goat rearing project | Gost rearing | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | NaN | Nature_Protection_Purpose | Undecided_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Disagree_Likert | Because i do not have the livelihood am shifting to | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | Fire destroys the habitat of animals | Agriculture_Areas_Dependent | We are farmers | NaN | NaN | NaN | NaN |
| 123 | 124 | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | NaN | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Undecided_Likert | Disagree_Likert | Undecided_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The animals feed on the grass and when the grass is burnt the animals come into the community to disturb | Agriculture_Areas_Dependent | Thats where we get food | NaN | NaN | NaN | NaN |
| 124 | 125 | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | Not considered | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | We have our livelihoods | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It burns the destroys the habitat of the animals | Agriculture_Areas_Dependent | We are more into farming | NaN | NaN | NaN | NaN |
| 125 | 126 | Kalobolelwa ward | NaN | Goat | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | If we find someone to assist us we can change | Strongly_Disagree_Likert | Strongly_Agree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | Cutting down trees comes with it strong wind | Agriculture_Areas_Dependent | We are farmers | NaN | NaN | NaN | NaN |
| 126 | 127 | Kalobolelwa ward | NaN | Goat | NaN | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Undecided_Likert | NaN | Undecided_Likert | Undecided_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Disagree_Likert | Undecided_Likert | Strongly_Disagree_Likert | Am not sure of the future thus i cannaot change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Undecided_Likert | NaN | NaN | Agriculture_Areas_Dependent | Thats where food comes from | NaN | NaN | NaN | NaN |
| 127 | 128 | Kalobolelwa ward | Ituse garde ing | NaN | Lessthan4Lima_Size | SCReBS_WESTERN | yes | Lessthan10People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Undecided_Likert | Material_Connection | NaN | 7to8Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | It is a challenge | Undecided_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Other | NaN | Agriculture_Areas_Dependent | We are farmers | NaN | NaN | Cutting down trees for sale | NaN |
| 128 | 129 | Mwanambuyu ward | Lituye piggery project | Giggery rearing | NaN | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Disagree_Likert | There is nothing | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | The firewood we depend on is from trees thus it is a challenge to change. Agriculture means cutting down trees and building houses depends on the trees. Also, the piggery project that is been done does not have market thus the project is not effective | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | Thats is where our food comes from | Wetlands_Dependent | Thats were we have our animals graze | NaN | NaN | NaN | NaN |
| 129 | 130 | Mwanambuyu ward | Tamahano Piggary | Goat rearing | NotApplicable_Size | SCReBS_WESTERN | yes | 10to20People_Many | Agree_Likert | The Chiefs have been asking people to stop living along the river banks and using mosquito net to fish but the communities are not adhearing | Agree_Likert | Strongly_Disagree_Likert | It is because the project does not come through BRE | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 7to8Years_Long | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | It is difficult because we do not have money and the pigs we are keeping it is a challenge looking after them and most of them die | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | Cutting down trees to make garden""matema"" meaning the trees will not be replaced. | Wetlands_Dependent | When the floods go they leave moisture thats helps people grow their crops | NaN | NaN | NaN | NaN |
| 130 | 131 | Mwanambuyu ward | Luswalane piggery | Pigg rearing | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | Strongly_Disagree_Likert | They are not part of the project | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | Fire burns everything in terms of life | Agriculture_Areas_Dependent | Thats where we grow our food crops | NaN | NaN | NaN | NaN |
| 131 | 132 | Mwanambuyu ward | Swalapilu gardening | Gardening | Lessthan4Lima_Size | SCReBS_WESTERN | yes | Lessthan10People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | Nature_Protection_Purpose | Undecided_Likert | Material_Connection | NaN | 7to8Years_Long | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | The person leading a better life he cannot change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Undecided_Likert | Uncontrolled_Fires | The fire destroys the grazing grass for the animals | Wetlands_Dependent | In the wetlands is where we cultivate rice as well as get water for watering the gardens | NaN | NaN | NaN | NaN |
| 132 | 133 | Mwanambuyu ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Greaterthan9Years_Long | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | If we have the knowledge to use thing that have been given to us by the government and live a good life | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | People are always burning the bush without any control | Agriculture_Areas_Dependent | That is were we get food for eating | NaN | NaN | NaN | NaN |
| 133 | 134 | Mwanambuyu ward | Kwitingile gardenning | Gardening | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | NaN | Strongly_Disagree_Likert | Material_Connection | NaN | 7to8Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | If there is a law that ask us to change we can do it | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It destroys all life | Agriculture_Areas_Dependent | Thats were we grow crops | NaN | NaN | NaN | NaN |
| 134 | 135 | Mwanambuyu ward | Mandiyanje | Pigg rearing | Lessthan4Lima_Size | SCReBS_WESTERN | yes | Lessthan10People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | Nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Greaterthan9Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | As long as I have help from somewhere | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | Fire burns the whole area | Agriculture_Areas_Dependent | Thats were we get food | NaN | NaN | NaN | NaN |
| 135 | 136 | Mwanambuyu ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | It is easier after a long time or process | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | Burning kills at lot of things and biodiversity | Agriculture_Areas_Dependent | Thats where our food crops come from | NaN | NaN | NaN | NaN |
| 136 | 137 | Mwanambuyu ward | NaN | Goat reatpring | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Am at an old age thus i cannot change my livelihood | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The trees cut are a lot thus it distructs a lot | Agriculture_Areas_Dependent | Thats where food crops comes from | NaN | NaN | NaN | NaN |
| 137 | 138 | Mwanambuyu ward | Sopu Siwa project | Cassava | 4to8Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not because we only follow the teachings | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 7to8Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | As long as we have what to use to change them | Strongly_Agree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | When the trees are cut, they do not grow again | Agriculture_Areas_Dependent | Thats where we get our food crops | NaN | NaN | NaN | NaN |
| 138 | 139 | Mwanambuyu ward | Mundimunene Piggery | Piggery | NotApplicable_Size | SCReBS_WESTERN | yes | Lessthan10People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | The cultural aspects are not included | Source_Income_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | I have limited responsibility thus it is easy to change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The cutting down tree brings drought | Agriculture_Areas_Dependent | Thats where we get food crops | NaN | NaN | NaN | NaN |
| 139 | 140 | Yeta ward | Kolo Goat rearing | Goat rearing | NotApplicable_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | The cultural aspects are not included | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | I just have to continue trying | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The trees had been cut in our area and possing a treat of strong winds | Agriculture_Areas_Dependent | We are farmers of rice | NaN | NaN | NaN | NaN |
| 140 | 141 | Yeta ward | Kutiya goat | Goat rearing | NotApplicable_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | This period is of climate change that calls for different way of doing things | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Wood_Extraction | When it rains the water just flows due to lack of trees to block them | Agriculture_Areas_Dependent | That were we get our food crops | NaN | NaN | NaN | NaN |
| 141 | 142 | Yeta ward | Yeta Fibre Project | Making Fibre from the roots of trees with disturbing the trees | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | NaN | Agree_Likert | Agree_Likert | We included the induna | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | If am empowered, it is easy | Strongly_Agree_Likert | Strongly_Disagree_Likert | NaN | Undecided_Likert | Agree_Likert | Wood_Extraction | It can lead to climate due lack of trees | Wetlands_Dependent | We cultivate in the flood plains were we can and that is where animals graze | NaN | NaN | NaN | NaN |
| 142 | 143 | Yeta ward | NaN | To give moisture to crops | Lessthan4Lima_Size | PIN_WESTERN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | No we do not | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | If you use the knowledge adquately it is easier | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The animals will not have where to graz thus make them move long distance to find pastures | Agriculture_Areas_Dependent | Thats where we get food from | NaN | NaN | NaN | NaN |
| 143 | 144 | Yeta ward | Namangu Fibre/Poultry/Mushroom project | Making fibre from roots rearing of chicken and growing of mashrooms | NotApplicable_Size | SCReBS_WESTERN | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | They are not included | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Greaterthan9Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | As long as there is need for me to change as well as climate change | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The rainfall is back up by green vegetation thus when burnt there will be less rainfall | Agriculture_Areas_Dependent | We are farmers | NaN | NaN | NaN | NaN |
| 144 | 145 | Yeta ward | NaN | Biochar | NotApplicable_Size | PIN_WESTERN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | We do not include | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | It is easier as long as there is commitment | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | When the trees get burnt, they dry and thats the reason we have less rainfall | Agriculture_Areas_Dependent | That is where we get our crops from | NaN | NaN | NaN | NaN |
| 145 | 146 | Yeta ward | NaN | Biochar | NaN | PIN_WESTERN | no | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 146 | 147 | Yeta ward | Biochar | Gardening | Lessthan4Lima_Size | PIN_WESTERN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Agree_Likert | Only the indunas that send the representative to learn and they accept the project in the community | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | The person can make a decision through looking back to what he or she has done so as to make corrective measures | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | Wood_Extraction | They use Chitemene system of just cutting trees for charcoal | Agriculture_Areas_Dependent | We farmers | NaN | NaN | NaN | NaN |
| 147 | 148 | Yeta ward | Biochar | Gardening | Lessthan4Lima_Size | PIN_WESTERN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | As long as you are committed | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The trees that are cut and made into charcoal, the trunks or stems do not grow | Agriculture_Areas_Dependent | Thats where we get food and money | NaN | NaN | NaN | NaN |
| 148 | 149 | Yeta ward | B iochar | Gardenning | 8to12Lima_Size | PIN_WESTERN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | It is difficult but as long as you follow what you have been taught you can change | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It destroys everything on its ways | Agriculture_Areas_Dependent | That were our food crops are found | NaN | NaN | NaN | NaN |
| 149 | 150 | Yeta ward | Piggery, fishponds and gardening | Fish ponds and piggery and gerdening | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not do it | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Greaterthan9Years_Long | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | As long as I have the capacity to do so | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It destroys everything on its path | Wetlands_Dependent | Thats where we plant maize and rice | NaN | NaN | NaN | NaN |
5. Renaming Columns¶
The headings of the columns were renamed for easy inclusion in the code
In [177]:
df1.columns
Out[177]:
Index(['ObjectID', '6. Ward Name', '7. Sub Project Name',
'8. Type of Livelihood', '9. Size (Lima)', '12. Name of main project',
'13. Do you represent other beneficiaries?',
'14. How many beneficiaries do you represent?',
'45. Are there cultural practices that hinder the sustainable management of Forests, Wetlands, National Game Parks and Biodiversity?',
'46. What reasons can you give for your answer above?',
'47. Do you think some cultural practices can be changed?',
'48. Do you consider cultural aspects when formulating the livelihood projects?',
'49. What reasons can you give for your answer above?',
'50. What is the main purpose of landscapes (Forests, Water Bodies, Wetlands… etc.) in your livelihood?',
'51. Do you think there is need to measure indicators when managing landscapes?',
'52. How is your connection to nature like?',
'53. What reasons can you give for your answer above?',
'54. How long have you worked on this livelihood project?',
'55. Does your livelihood depend on the natural resources for a living?',
'56. Do you consider changing your livelihood strategy in future?',
'57. Do you think it is easier to change your livelihood practices?',
'58. Are you able to give reasons for your answer above in your ability to change your livelihood practices?',
'59. Have the ecosystem services reduced from the inception of the project in your ward?',
'60. Has the deforestation increased in the ward?',
'61. Do you think protected areas are a hindrance to your livelihoods?',
'62. Are there new livelihood projects that you think of that have never been implemented?',
'63. Do you think the livelihood subprojects are contributing to the sustainability of landscapes?',
'64. Which livelihood is a major contributor to landscape transformation?',
'65. What reasons can you give for your answer above?',
'66. Which type of landscape do you depend on much for a livelihood?',
'67. What reasons can you give for your answer above?', 'Specify:.4',
'Specify:.5', 'Specify:.6', 'Specify:.7'],
dtype='object')
In [178]:
df2=df1.rename(columns= {'1. Do you agree to take part in the above study?': 'Part_study',
'2. Do you know that your participation is voluntary and you are free to withdraw anytime?':'Participation_Voluntary',
'3. Do you give permission to the data that emerges to be used by the researchers only in an anonymised form?': 'Anonymised_Form',
'5. Date': 'Date',
'6. Ward Name': 'Ward_Name',
'7. Sub Project Name': 'Sub_Project_name',
'8. Type of Livelihood': 'Livelihood',
'9. Size (Lima)': 'Size',
'12. Name of main project': 'Name_Main_Project',
'13. Do you represent other beneficiaries?': 'Representing_Others',
'14. How many beneficiaries do you represent?': 'Number_Beneficiaries',
'45. Are there cultural practices that hinder the sustainable management of Forests, Wetlands, National Game Parks and Biodiversity?': 'Cultural_Practices_Hinder',
'46. What reasons can you give for your answer above?': 'Cultural_Practices_Hinder_Reason',
'47. Do you think some cultural practices can be changed?': 'Cultural_Practices_Changed',
'48. Do you consider cultural aspects when formulating the livelihood projects?': 'Cultural_Aspects_Considered',
'49. What reasons can you give for your answer above?': 'Cultural_Aspects_Considered_Reasons',
'50. What is the main purpose of landscapes (Forests, Water Bodies, Wetlands… etc.) in your livelihood?': 'Purpose_Landscape',
'51. Do you think there is need to measure indicators when managing landscapes?': 'Measure_Indicators',
'52. How is your connection to nature like?': 'Connection_Nature',
'53. What reasons can you give for your answer above?': 'Connection_Nature_Reasons',
'54. How long have you worked on this livelihood project?': 'Range_Years',
'55. Does your livelihood depend on the natural resources for a living?': 'Livilihood_Depenedent',
'56. Do you consider changing your livelihood strategy in future?': 'Change_Livelihood',
'57. Do you think it is easier to change your livelihood practices?': 'Change_Livelihood_Easy',
'58. Are you able to give reasons for your answer above in your ability to change your livelihood practices?': 'Change_Livelihood_Easy_Reasons',
'59. Have the ecosystem services reduced from the inception of the project in your ward?': 'Ecosystem_Services_Reduced',
'60. Has the deforestation increased in the ward?': 'Deforestaion_Increased',
'61. Do you think protected areas are a hindrance to your livelihoods?': 'Protected_Areas_Hinderarnce_Livelihood',
'62. Are there new livelihood projects that you think of that have never been implemented?': 'New_Livelihood_Projects',
'63. Do you think the livelihood subprojects are contributing to the sustainability of landscapes?': 'Subprojects_Sustainability_Contribution',
'64. Which livelihood is a major contributor to landscape transformation?': 'Contributor_Landscape_Transformation',
'65. What reasons can you give for your answer above?': 'Contributor_Landscape_Transformation_Reasons',
'66. Which type of landscape do you depend on much for a livelihood?': 'Landscape_Depended_Livelihood',
'67. What reasons can you give for your answer above?': 'Landscape_Depeneded_Livelihood_Reasons',
'Specify:.4': 'Purpose_Landscape_Specific',
'Specify:.5': 'Connection_Nature_Specific',
'Specify:.6': 'Contributor_Landscape_Transformation_Specific',
'Specify:.7': 'Landscape_Depended_Livelihood_Specific'})
In [179]:
df2
Out[179]:
| ObjectID | Ward_Name | Sub_Project_name | Livelihood | Size | Name_Main_Project | Representing_Others | Number_Beneficiaries | Cultural_Practices_Hinder | Cultural_Practices_Hinder_Reason | Cultural_Practices_Changed | Cultural_Aspects_Considered | Cultural_Aspects_Considered_Reasons | Purpose_Landscape | Measure_Indicators | Connection_Nature | Connection_Nature_Reasons | Range_Years | Livilihood_Depenedent | Change_Livelihood | Change_Livelihood_Easy | Change_Livelihood_Easy_Reasons | Ecosystem_Services_Reduced | Deforestaion_Increased | Protected_Areas_Hinderarnce_Livelihood | New_Livelihood_Projects | Subprojects_Sustainability_Contribution | Contributor_Landscape_Transformation | Contributor_Landscape_Transformation_Reasons | Landscape_Depended_Livelihood | Landscape_Depeneded_Livelihood_Reasons | Purpose_Landscape_Specific | Connection_Nature_Specific | Contributor_Landscape_Transformation_Specific | Landscape_Depended_Livelihood_Specific | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Isamba ward | Isamba coperatives | Goat rearing | 8to12Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Disagree_Likert | It has never happed before in his life time | Undecided_Likert | Strongly_Disagree_Likert | There is no cultural history in the area | Nature_Protection_Purpose | Strongly_Agree_Likert | Psychological_Connection,Material_Connection | The animals can be used by the future generation as well | 3to4Years_Long | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | If the SES are taken care of they can increase in number and bring income | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Wood_Extraction | The trees have been depleted and it has caused reduced rainfall | Agriculture_Areas_Dependent | He cultivates a large area of land so that some crops can be sold for a livelihood | NaN | NaN | NaN | NaN |
| 1 | 2 | Isamba ward | Misenga cooperative multipurpose society | Goat rearing, Gardening, Fruit trees | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | There is need to harvest trees when they have fully grown the same applies to biodiversity | Strongly_Agree_Likert | Strongly_Agree_Likert | There is need to have power in what is being formulated so that there is ownership | Nature_Protection_Purpose | Strongly_Agree_Likert | Philosophical_Connection,Psychological_Connection | How the animals can be used as an example on how people should lead their life | Greaterthan9Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | The SeS can be depleted thus there need to change to agriculture like goat rearing | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | Because i have to clear the land for agriculture to plant crops hence the landscape change | Wetlands_Dependent | The catching of fish is the source of income in this area | NaN | NaN | NaN | NaN |
| 2 | 3 | Isamba ward | Ninge Cooperative | Goat Rearing, Agricuture-cassava | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There are no customary practices that hinder sustainable management | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There are no cultural aspects | Nature_Protection_Purpose,Ancestral_Shrines_Purpose | Strongly_Agree_Likert | Experiential_Connection | Through experiments he gains knowledge on the management of forest | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Change is easier because he is the one who has decides to change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Wood_Extraction | There would a reduction in the number of trees hence contributing to climate change | Agriculture_Areas_Dependent,Wetlands_Dependent | He depends much on agriculture the most than fish because the fish can be depleted | NaN | NaN | NaN | NaN |
| 3 | 4 | Isamba ward | Twikatene copperatives | Goat rearing and Fish farming and garden of vegitable and onnoind | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | There are crop rotations made on the land when cultivating to ensure fertility of soil | Strongly_Disagree_Likert | Strongly_Agree_Likert | At the time of getting the land for the project it comes with regulations | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | To use some of them for income | Greaterthan9Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Because my livelihood would improve | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Land_Agriculture | Because it requires a huge land than the others like making charcoal | Agriculture_Areas_Dependent | Food is the main source of livelihood thus without it there is no way to earn a living | NaN | NaN | NaN | NaN |
| 4 | 5 | Isamba ward | Changwena women club | Chicken rearing ablnd an orchard | Lessthan4Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We only follow what the chiefs and the government say | Nature_Protection_Purpose | Agree_Likert | Philosophical_Connection,Psychological_Connection | They are important in our lifes like trees they provide home for animals as well as food. In addition, improve the soil texture | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | There has been things like climate change affecting us thus the thought to change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | Because people cut down tree for farmimg but they never use the land but he would prefer they use a small portion to leave trees as a home of willd animals | Forest_Dependent,Wetlands_Dependent | The water is used for gardening and other things | Only the protection of nature, the others are not important | NaN | NaN | NaN |
| 5 | 6 | Isamba ward | Luchindashi copperative | Pig rearing and fish farming gardenning | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Undecided_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Disagree_Likert | Psychological_Connection | There improvement in the sustainable management of forests | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | If there is new improvement like cooking stove we can change the way of livelihood | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | The agriculture activities involve cutting huge land | Agriculture_Areas_Dependent | That is a source of income as well as food for consumption | NaN | NaN | NaN | NaN |
| 6 | 7 | Isamba ward | Sandwe Youth miitipurpose society | Pigery and garden and fish ponds | Greaterthan16Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | They are a source of income and for the future generation to see them | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | There can be destruction of SES | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The burning of charcoal give smoke that destroys the ozone layer as well as it brings acidic rains | Agriculture_Areas_Dependent | The farming helps in sourcing of food | NaN | NaN | NaN | NaN |
| 7 | 8 | Isamba ward | Lukatashi | Pigery and gardening as well as forestry | Greaterthan16Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Agree_Likert | You are allowed to cultivate an area for 3 years before shifting to another area | Strongly_Agree_Likert | Strongly_Agree_Likert | There are rules that along the river banks, the trees do not need to cut down | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | Source of income | 3to4Years_Long | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | There is need to change from cutting down to other activities | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | There are agriculture activities for food | Wetlands_Dependent,Agriculture_Areas_Dependent | That is a source of income | NaN | NaN | NaN | NaN |
| 8 | 9 | Isamba ward | Kansalu coperative | Fish farming and chicken rearing | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Agree_Likert | Material_Connection | It is a source of income | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | There is need to change to activities that do not destroy the environment | Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | There is no electricity thus a huge demand for energy | Agriculture_Areas_Dependent | Thats a source of income | NaN | NaN | NaN | NaN |
| 9 | 10 | Isamba ward | Musaba coperative | Chicken rearing and garden, oranges | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Disagree_Likert | Philosophical_Connection | They should be kept for future generation to what is there | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | They can be changed through learning | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | It is for agriculture purposes that brings income | Agriculture_Areas_Dependent | It is a source of livelihood | NaN | NaN | NaN | NaN |
| 10 | 11 | Moofwe ward | Natumone men and women famers group | Fish,pig farming as well as orchard and garden | Greaterthan16Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Strongly_Disagree_Likert | There is no cultural history within the community except from the governmnet | Strongly_Agree_Likert | Strongly_Disagree_Likert | The plans were just given to us by TRALARD so there was no consideration of cultural history when formulating the projects | Source_Income_Purpose,Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | Thats were we get income as well as for example cattle we use it for cultivating | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Because everything we use comes from natural resources like tree for building, animals for proteins | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The charcoal purposes is bad because the land is left bare unlike for agriculture cutting which is replaced with other plants | Agriculture_Areas_Dependent | It is where income comes from for a living | NaN | NaN | NaN | NaN |
| 11 | 12 | Moofwe ward | Natwange start group | Chicken and goat rearing | Greaterthan16Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Agree_Likert | There are rules from the chiefs who ensure that harvesting period is followed as well as the period of burning the bush | Strongly_Disagree_Likert | Strongly_Agree_Likert | There are sometimes we have to give the Chiefs from the harvest that we collect or produce that has to be accounted for | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | The game parks help us as a source of income in form of meat from animals and tree it is were rains can come from if they are protected | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | If we had kept well the projects like chicken and goats that would help to not depend on the natural resources | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | The cultivation of cassava requires always barren land that has never been cultivated before for it to grow well but if other crops such as beans, vegetables maize can reduce deforestation | Agriculture_Areas_Dependent | It helps us cultivate cassava and maize, there is not much fishing activity | NaN | NaN | NaN | NaN |
| 12 | 13 | Moofwe ward | Mi hile community group | Fish farming | 12to16Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Agree_Likert | There is a norm that the bush should be burned when it is not very dry so that the bush does not completely burn and also to support quick regermination of vegetation and trees | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose,Source_Income_Purpose | Strongly_Agree_Likert | Other_Connection | There is need to keep the fish for instance fish in the ponds so that they do not get extinct | 3to4Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Through the fish ponds of our project | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | They burn down the trees that were about to shoot up | Agriculture_Areas_Dependent | From farming we obtain food for consumption at household level | NaN | Taking care of nature without destroying it | NaN | NaN |
| 13 | 14 | Moofwe ward | Tushwesheko group | Goat rearing | 4to8Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Disagree_Likert | There are no cultural norms | Strongly_Disagree_Likert | Strongly_Disagree_Likert | At the moment we follow the laws of the government and not cultural norms | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | Because we are the ones who look after them on a daily basis | 3to4Years_Long | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Because they can also improve our livelihood in future | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Land_Agriculture | Chitemene system for cultivation leads to deforestation than the others | Wetlands_Dependent,Forest_Dependent | There comes food for a living | NaN | NaN | NaN | NaN |
| 14 | 15 | Moofwe ward | Kanyembo forestvmanagemnt | Forest | Greaterthan16Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | It is a source of livelihood | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | As long as I have money for other livelihoods | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert | Land_Agriculture | It is a source of food for most people in the area | Agriculture_Areas_Dependent | It is where our food security comes from | NaN | NaN | NaN | NaN |
| 15 | 16 | Moofwe ward | Natubombeshe group | Goat rearing and banana plants | Greaterthan16Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We ask from the headman to give us a place where we can keep goats in a place acceptable to traditional laws | Nature_Protection_Purpose | Strongly_Agree_Likert | Other_Connection | There is need to protect nature for instance cutting down trees along the river, will lead it to drying and destruction of animals or biodiversity in the river | 3to4Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | We want to venture into farming and that the reason why we shifted to the place we are located | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Land_Agriculture | Thats were we get our livelihoods | Forest_Dependent | The trees bring rainfall in our area as compared to our areas | NaN | Taking care of nature | NaN | NaN |
| 16 | 17 | Moofwe ward | Koselela community group | Koselela community group | Lessthan4Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Undecided_Likert | We do not know what the norms are | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | No answer | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | It is a source of income | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Wood_Extraction | It is the source of income | Agriculture_Areas_Dependent | It is the source of income | NaN | NaN | NaN | NaN |
| 17 | 18 | Nachikufu ward | Mindo Copperatives | Piggery and Gardening | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Agree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Agree_Likert | There is nothing because those things ended a long time ago and the Chiefs would talk to the spirits to protect the land | Nature_Protection_Purpose | Strongly_Disagree_Likert | Other_Connection | For the purpose of future to meet their needs | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Land_Agriculture | Some times we cut trees even where we do not want to cultivate as well as burining kills animals that are necesary for making the soil fertile | Agriculture_Areas_Dependent | The majority of people cultivate land for livelihood than depending on buying in shops | NaN | Source of good air, and food products | NaN | NaN |
| 18 | 19 | Nachikufu ward | Fort hares tailing project | Gardening and tailering | Lessthan4Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Strongly_Disagree_Likert | There are customary practices that protect the environment like the way ZAWA protects the biodiversity | Disagree_Likert | Disagree_Likert | There is nothing at the moment of having traditional leader doing spritual activities on the projects | Source_Income_Purpose | Strongly_Disagree_Likert | Material_Connection | They are a source of income | 3to4Years_Long | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | They can assist in having adequate water if trees are not cut as well as future general to see the natural resources | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Uncontrolled_Fires | Buring can destroy the products or crops that are in the soil | Wetlands_Dependent | If there is less rainfall it helps us as a source of water | NaN | NaN | NaN | NaN |
| 19 | 20 | Nachikufu ward | Kaumbe mango tree goat and garfening project | Goat rearing abd gardening | 4to8Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Strongly_Agree_Likert | He has never heard of that or learnt about it | Disagree_Likert | Strongly_Disagree_Likert | We do not include cultural practices | Source_Income_Purpose | Strongly_Disagree_Likert | Material_Connection | The trees help us in bring rainfall | 3to4Years_Long | NaN | Disagree_Likert | Disagree_Likert | The world is becoming mordenised thus we need to adapt to the current status | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | Wood_Extraction | The cutting down of treed can change the landscape | Agriculture_Areas_Dependent | Thats whats is common within our area | NaN | NaN | NaN | NaN |
| 20 | 21 | Nachikufu ward | NaN | Kabundi intergrate livestock project | Greaterthan16Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Strongly_Disagree_Likert | There is chitemene system which is a customary practice that destroys the environment | Strongly_Disagree_Likert | Strongly_Disagree_Likert | So that the project can move well if the headman is not in the project otherwise if included it might have problems | Source_Income_Purpose | Strongly_Disagree_Likert | Material_Connection | Source of income | 3to4Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | Thats where some of our income comes from | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Wood_Extraction | NaN | Forest_Dependent | They are a source of traditional medicine | NaN | NaN | NaN | NaN |
| 21 | 22 | Nachikufu ward | Kaloswe community Forest | Bee keeping, chickrn rearing and oniion | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Disagree_Likert | There are cultural practices to burn the bush at a certain period for harvesting | Strongly_Agree_Likert | Strongly_Agree_Likert | They are not included | Nature_Protection_Purpose,Other_Purpose | Strongly_Disagree_Likert | Material_Connection | We harvest at the right time to prevent or to management the natural resources properly | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | There are some sub projects that we do such as bee keeping that can be disturbed by late burning but early burning does not disturb them because the fire is not that much | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The cutting down of tress destroys much because there is no regrowth | Wetlands_Dependent | It provides water for drinking and water is life | The fire can burn all the biodiversity that allow the environmental process | NaN | NaN | NaN |
| 22 | 23 | Lulimala ward | Chimyaga muchele community forest | Faorest, bee keeing and garden | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | The cutting down of trees along the river is not allowed | Strongly_Disagree_Likert | Strongly_Agree_Likert | If there are no customary practices the natural resources can get destroyed | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | Through taking care of them | 3to4Years_Long | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | We need to change for instance we depend on water from Lulimala river and if it dries, we will not get water | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | For us to have income a huge area of trees has to be cut down | Wetlands_Dependent | Water is the source of life | NaN | NaN | NaN | NaN |
| 23 | 24 | Lulimala ward | Limalal primary school( ptoduction unit committr) | Tree plantation | Lessthan4Lima_Size | EbA_CENTRAL_MUCHINGA_LUAPULA | yes | Lessthan10People_Many | Strongly_Agree_Likert | There acts of late burning that destroys the environment as the people in the communities would want to catch Catapilars for consumption or sale | Undecided_Likert | Agree_Likert | No answer | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | Source of income | 3to4Years_Long | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | It is because we depend on natural resources thus changing is not easy | Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | NaN | Land_Agriculture | There are commercial agriculture activities that clear huge chucks of lands | Agriculture_Areas_Dependent | It is a source of food crops and income | NaN | NaN | NaN | NaN |
| 24 | 25 | Lulimala ward | Mibobo communitybforrst | Forest and bee keeping | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Agree_Likert | Because a long time ago people had poor management of natural but at the moment there are practice to maintain biodiversity | Agree_Likert | Agree_Likert | No answer | Nature_Protection_Purpose | Undecided_Likert | Material_Connection | Source of income | 3to4Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | I do not use natural resources | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | Source of income | Agriculture_Areas_Dependent | We use them are for cultivation | NaN | NaN | NaN | NaN |
| 25 | 26 | Lulimala ward | Chaya bee keepimg | Bees | 4to8Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Agree_Likert | If there are no cultural practices, the future generations will not know anything | Disagree_Likert | Agree_Likert | If it is not done the product or project will not work well | Nature_Protection_Purpose | Agree_Likert | Material_Connection | They bring development such as tourism | 3to4Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | There natural resources that are protected that cannot be accessed | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | For forming og food crops | Forest_Dependent | Source of income | NaN | NaN | NaN | NaN |
| 26 | 27 | Lulimala ward | Choso goat rearing | Goats and gardening | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | NaN | NaN | NaN | NaN | NaN | NaN | Agree_Likert | Material_Connection | For income | 3to4Years_Long | Disagree_Likert | Agree_Likert | Agree_Likert | We use them according to the accepted norms | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | That is the source of income | Forest_Dependent | We are mostly farmers | NaN | NaN | NaN | NaN |
| 27 | 28 | Lulimala ward | Bunishi banana goat rearing gardening | Goat rearing and gardening | 8to12Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Agree_Likert | The customary practices promote early burning but some people tend to burn late | Strongly_Disagree_Likert | Strongly_Agree_Likert | We follow the customary practices but people burn late which is not inorder | Nature_Protection_Purpose,Other_Purpose | Strongly_Agree_Likert | Material_Connection | The natural resources like trees give shade, medicine and we also get fresh air | 3to4Years_Long | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Yes but we normally use natural resources somehow | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | There are people who plant huge areas of land for a livelihood | Agriculture_Areas_Dependent | Thats is the sources of income for our livelihoods | NaN | NaN | NaN | NaN |
| 28 | 29 | Lulimala ward | Kambili cooerative | Pig rearing and orangrs | 12to16Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Disagree_Likert | There are no cultural practices | Strongly_Disagree_Likert | Strongly_Agree_Likert | We do it so that our livelihood can improve | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | Like water is the source of life while trees are source of fresh water | 3to4Years_Long | Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We depend on agriculture and not the natural resource like forest | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The animals will not have food as well as the trees would dry | Wetlands_Dependent | He has a lot of activities that comes from water | NaN | NaN | NaN | NaN |
| 29 | 30 | Lulimala ward | Production Unit Committee Chunda Ponde Secondary School | Tree | Lessthan4Lima_Size | EbA_CENTRAL_MUCHINGA_LUAPULA | yes | Lessthan10People_Many | Strongly_Agree_Likert | The unregulated allocation of parcels of land in the forests | Strongly_Agree_Likert | Strongly_Disagree_Likert | They are not available | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | NaN | Undecided_Likert | Undecided_Likert | Undecided_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Land_Agriculture | For income and food crops | Agriculture_Areas_Dependent | For food crops | NaN | NaN | NaN | NaN |
| 30 | 31 | Lulimala ward | Oroduction unit comkitte chunda ponde primary scjool | Tree plantation | Lessthan4Lima_Size | EbA_CENTRAL_MUCHINGA_LUAPULA | yes | Lessthan10People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not consider | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Disagree_Likert | NaN | They are are source of income | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert | Land_Agriculture | For farming activities which brings income | Agriculture_Areas_Dependent | It is where food crops come from | NaN | NaN | NaN | NaN |
| 31 | 32 | Lulimala ward | Lilimala cooertaives | Chicken rearing | 4to8Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Agree_Likert | Ba chipupila"" they have customary practices for protecting the natural resources | Strongly_Disagree_Likert | Agree_Likert | We just follow the historical practices of our forefathers | Nature_Protection_Purpose | Agree_Likert | Material_Connection | They are source of income | 3to4Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | We mostly use goats and pigs in our livelihoods | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | The soil gets degraded and we movebto another portion of land | Agriculture_Areas_Dependent | Thats is the source of food crops as well as income | NaN | NaN | NaN | NaN |
| 32 | 33 | Lulimala ward | Chunda ponde buikking centre | It is will be stotage of farming products except maize | Lessthan4Lima_Size | TRALARD_LNM | yes | 10to20People_Many | Agree_Likert | There are places such as grave yard which are protected from deforestation | Strongly_Agree_Likert | Strongly_Agree_Likert | There cultural practices such as spririal rites done by traditional authority | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | So that the environment is protected and I have some business that I have | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | It is a source of income | Wetlands_Dependent,Forest_Dependent | The wetlands and trees have the same values in helping us such as source of traditional medicine | NaN | NaN | NaN | NaN |
| 33 | 34 | Kalanga ward | Miyombe acquaculture cooperative society | Fish ponds , gardrning and a poutry is beeing planned | 8to12Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Agree_Likert | The accessing of land from the traditional authority who also give instructions of where to put livelihoods and not close to the water sources or resources | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | They are a source of income | Lessthan2Years_Long | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | It is easier to change because of the experience we have on the natural resources and we change in accordance to climate change | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | Some people burn the agriculture area because they are looking for rats. In addition, they burn food crops due to search of rats | Agriculture_Areas_Dependent | Thats were we grow our crops for a livelihood | NaN | NaN | NaN | NaN |
| 34 | 35 | Kalanga ward | NaN | Goat rearing | 4to8Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Other_Connection | The ZAWA Officers are the ones connected to them because they look after them | 5to6Years_Long | Undecided_Likert | Undecided_Likert | Undecided_Likert | No answer | Strongly_Agree_Likert | NaN | Disagree_Likert | Disagree_Likert | Agree_Likert | Wood_Extraction | The cutting down of trees destroy or change the landscape because it is for a livelihood | Agriculture_Areas_Dependent | The livelihood we have is farming as our main stay | NaN | We do not related | NaN | NaN |
| 35 | 36 | Kalanga ward | Stop the chop women club | In future they will plant pine trees and sunflower | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many | Agree_Likert | The land where the natural resources are located are owned by the traditional authority | Agree_Likert | Agree_Likert | A project cannot operate without consulting the traditional authority | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | Lessthan2Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | They can change slowly due to low performance of the group | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The trees have challenges in growung up if they are burned | Forest_Dependent | It provides resources for the people in terms of wood | NaN | NaN | NaN | NaN |
| 36 | 37 | Kalanga ward | SDA Main church | Fish ponds | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many | Disagree_Likert | There is nothing | Disagree_Likert | Disagree_Likert | There is nothing | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | Lessthan2Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | There are the livelihoods we engage in such as keeping goats and fish farming | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | The people who are cutting tree for charcoal destroy them such it is difficult for regeneration | Agriculture_Areas_Dependent | We obtain food crops that assist us in our livelihood | NaN | NaN | NaN | NaN |
| 37 | 38 | Kalanga ward | Nursery Tree plwnting | Pine trees | Lessthan4Lima_Size | TRALARD_LNM | yes | Lessthan10People_Many | Agree_Likert | Chitemene system destroys the environment | Agree_Likert | Disagree_Likert | We do not do that | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | They are a source of income through tourism | Lessthan2Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | I have some other livelihood like keeping goat chickens gardening and hiring of wedding dresses | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | Source of income | Wetlands_Dependent | Water is life and it is used to water the environment for tree to grow to prevent it developing into a desert | NaN | NaN | NaN | NaN |
| 38 | 39 | Kalanga ward | Tikokelane saving group | Saving or loans | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 30to40People_Many | Disagree_Likert | There is nothing | Disagree_Likert | Disagree_Likert | There is nothing | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Disagree_Likert | Agree_Likert | Agree_Likert | We do not depend on them | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The trees dry when they are burnt | Agriculture_Areas_Dependent | It is a source of crops for food | NaN | NaN | NaN | NaN |
| 39 | 40 | Kalanga ward | Hope saving for change | Saving and loans | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 30to40People_Many | Agree_Likert | I have experienced the cultural practices interfering forest management | Agree_Likert | Agree_Likert | No answer | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | Lessthan2Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | It would be difficult but after some time it would change gradually | Agree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The fires cause a lot of damage to biodiversity as well as plants | Agriculture_Areas_Dependent | Thats were we grow crops for our livelihoods | NaN | NaN | NaN | NaN |
| 40 | 41 | Kalanga ward | Vitumbiko cooerqtives | Fish ponds | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 30to40People_Many | Disagree_Likert | There is nothing | Undecided_Likert | Undecided_Likert | There is nothing | Source_Income_Purpose,Other_Purpose | Agree_Likert | Material_Connection | No answer | Lessthan2Years_Long | Agree_Likert | Strongly_Agree_Likert | Agree_Likert | NaN | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The trees get burn reducing regeneration as well as the fertility of the soil | Wetlands_Dependent | Source of life | The tourist bring income in terms of viewing the animals | NaN | NaN | NaN |
| 41 | 42 | Ntonga ward | Non | Bee hives | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Lessthan10People_Many | Strongly_Agree_Likert | Our old parents taught us to protect the environment so that is more like a customary practice | Agree_Likert | Disagree_Likert | We do not do it | Nature_Protection_Purpose | Disagree_Likert | Material_Connection | They help us in being a source of food as well as water | Lessthan2Years_Long | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | There is need to change because the world is developing hence to move with it | Agree_Likert | Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The trees get destroyed when they are burnt and it is difficult for them to regenerate | Agriculture_Areas_Dependent | When i have a portion of land then i will be cultivating in one area and thus i cannot be cutting trees | NaN | NaN | NaN | NaN |
| 42 | 43 | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Lessthan10People_Many | Disagree_Likert | There is nothing | Disagree_Likert | Disagree_Likert | We do not do that it as it is unneccesary | No_Idea_Purpose | Disagree_Likert | Other_Connection | Where trees are protected it leads to rainfall in the area | 7to8Years_Long | Disagree_Likert | Disagree_Likert | Agree_Likert | The keeping of goats helps in protecting the environment because the livelihood is depend on them | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | The cutting of trees for charcoal prevents regeneration | Agriculture_Areas_Dependent | Thats where we get food products for our livelihoods | NaN | Protection of trees | NaN | NaN |
| 43 | 44 | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Lessthan10People_Many | Disagree_Likert | There is nothing | Disagree_Likert | Undecided_Likert | We do not have | Nature_Protection_Purpose | Agree_Likert | Material_Connection | They are a source of livelihood | 3to4Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | They are a source of income | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | The cutting trees for charcoal requires a huge land as compared to a farm which will be only one partition of land | Wetlands_Dependent | Water is life | NaN | NaN | NaN | NaN |
| 44 | 45 | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | Lessthan10People_Many | Disagree_Likert | There is nothinhg | Disagree_Likert | Agree_Likert | Sometimes we discuss locally how the animals are going to be looked after | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | So that the government can support us in turn we protect the environment | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The small biodiversity are destroyed by fire | Wetlands_Dependent | Water is life | NaN | NaN | NaN | NaN |
| 45 | 46 | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Disagree_Likert | We do not have any traditional practices but it is only the government that guides us on what we should do | Undecided_Likert | Disagree_Likert | We do not have anything | Other_Purpose | Strongly_Disagree_Likert | Material_Connection | Somehow but more to protect them | 5to6Years_Long | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | I only use domesticated animals | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | Burning destroys the trees | Wetlands_Dependent | Water is life | For sources of income through tourism | NaN | NaN | NaN |
| 46 | 47 | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Agree_Likert | There are rules that are made which are customary practices that should be followed | Agree_Likert | Agree_Likert | We always follow the laws that are taught to us | Nature_Protection_Purpose | Agree_Likert | Material_Connection | They help in a lot of things such as the air we breath | 5to6Years_Long | Disagree_Likert | Agree_Likert | Agree_Likert | If there are people who are teaching you there are new things that you learn | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | The fire burns the trees and it leads them to dry | Forest_Dependent | No answer | NaN | NaN | NaN | NaN |
| 47 | 48 | Ntonga ward | Muwalule conservation club | Piggery rearing and bee keeping | 8to12Lima_Size | TRALARD_LNM | yes | Lessthan10People_Many | Agree_Likert | There are places that they do not allow cutting trees as well as cutting down fruit bearing trees | Disagree_Likert | Disagree_Likert | We do not do it | Nature_Protection_Purpose | Agree_Likert | Material_Connection | They protect us for instance trees protect from wind and they bring fresh air as well as prevent rivers from drying | 3to4Years_Long | Disagree_Likert | Disagree_Likert | Agree_Likert | Some things are difficult to look after for instance honey from bee or mushrooms which may be difficult to find | Disagree_Likert | Agree_Likert | NaN | Strongly_Disagree_Likert | Agree_Likert | Land_Agriculture | The people cutting huge chucks of land for cultivation of crops | Agriculture_Areas_Dependent | That is where crops and income comes from | NaN | NaN | NaN | NaN |
| 48 | 49 | Ntonga ward | Nachipuzi woenen club | Goat rearingwe | 4to8Lima_Size | TRALARD_LNM | yes | 10to20People_Many | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Agree_Likert | Agree_Likert | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 49 | 50 | Chitimbwa ward | Nkalandu | Chicken rearing and gardening | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Agree_Likert | If there is no protection of the environment the resources can be depleted | Disagree_Likert | Agree_Likert | We can destroy the environment if there are no customary practices | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | If it is the protected resources we can change | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | When burning there are a lot of things like snakes, houses and other important biodiversity that are destroyed | Agriculture_Areas_Dependent | Thats were we get food that we eat | NaN | NaN | NaN | NaN |
| 50 | 51 | Chitimbwa ward | Kampemba cooerativ | Chiecken and gardening | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Disagree_Likert | There is nothing | Disagree_Likert | Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Lessthan2Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | We do not use them | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | That is the source of livelihood | Agriculture_Areas_Dependent | Source of livelihood | NaN | NaN | NaN | NaN |
| 51 | 52 | Chitimbwa ward | Izuka coper | Pog rearing | 12to16Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Undecided_Likert | There is nothing or traditional practices because long time it was the duty of the traditional authority but now it is the government responsibility | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Disagree_Likert | Agree_Likert | As long as there is help from the government | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | Thats is the source of food crops | Wetlands_Dependent | Life is water | NaN | NaN | NaN | NaN |
| 52 | 53 | Chitimbwa ward | Chammwisanza | Pigg rearing | 4to8Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing, the SES are looked after the game park officers or officers mandated to do so | Disagree_Likert | Disagree_Likert | NaN | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 3to4Years_Long | Disagree_Likert | Agree_Likert | Agree_Likert | So that that we can do farming | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | Wood_Extraction | Because people are just cutting the trees anyhow | Wetlands_Dependent | Water is life for evryone to drink | NaN | NaN | NaN | NaN |
| 53 | 54 | Chitimbwa ward | Chitimbwa woemenn club | Goat rearing | 4to8Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Agree_Likert | There is no cutting of trees anyhow | Disagree_Likert | Disagree_Likert | We do not include | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | The project we have can help us improve our livelihoods | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | The cutting of trees for charcoal finishes trees than others | Agriculture_Areas_Dependent | That were our income and food crops come from | NaN | NaN | NaN | NaN |
| 54 | 55 | Chitimbwa ward | Mookeleni Coooeeative | Piig rearing | 4to8Lima_Size | TRALARD_LNM | yes | 20to30People_Many | Disagree_Likert | There is nothing | Disagree_Likert | NaN | There is nothing | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Disagree_Likert | Disagree_Likert | There are things of just learning more in what we are already doing | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Land_Agriculture | NaN | Forest_Dependent | Where there are trees it rains much as well as the soil is fertile | NaN | NaN | NaN | NaN |
| 55 | 56 | Chitimbwa ward | Mikango coperrati | Pig rearing | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many | Agree_Likert | They teach us to protect the environment through preventing Chitemene system | Disagree_Likert | Disagree_Likert | NaN | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | Lessthan2Years_Long | Agree_Likert | Disagree_Likert | Disagree_Likert | NaN | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The burning destroys the fertility of the soil | Wetlands_Dependent | Water is life | NaN | NaN | NaN | NaN |
| 56 | 57 | Makuya ward | Kanyamisouv cfmg | Forest and behives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Agree_Likert | We always teach people or community on how to protect the environment | NaN | Strongly_Agree_Likert | They cannot be changed because we would like to have the environment protected for our generation to see them in future | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | Thats where we get honey from the bees hive for us to have a lot of money | 3to4Years_Long | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | We can change the ways of depending on cutting tree so that we focus on producing honey for our livelihoods | Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | NaN | Agriculture_Areas_Dependent | Thats were we get foods crops for our survival | NaN | NaN | NaN | NaN |
| 57 | 58 | Makuya ward | Makuya CFMG | Natural and behovees | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Agree_Likert | Previously people used to cut trees anyhow but now there is change | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | We have a knowledge that makes us act in the certain way currently and in future we might have new knowledge that would make us act in a different way from the initial one | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Land_Agriculture | That the reason we were told to start doing conservation farming which entails farming in the same locality | NaN | NaN | NaN | NaN | NaN | NaN |
| 58 | 59 | Makuya ward | Kewundu CFMG | Beehavies and trees | NotApplicable_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Strongly_Agree_Likert | Agree_Likert | We are earning from natural resources so that we can develop | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | Chitemene systems and burning have been disallowed | Agriculture_Areas_Dependent | Each and every individual depend on agriculture land | NaN | NaN | NaN | NaN |
| 59 | 60 | Makuya ward | Kimba cfmg | Fiorse qnd behives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Agree_Likert | The cultural aspects are considered because they are within the CFMG | NaN | Agree_Likert | Material_Connection | NaN | 7to8Years_Long | Agree_Likert | Disagree_Likert | Agree_Likert | The change is easier because it is depent on the people and it can be easily changed | Agree_Likert | Disagree_Likert | Agree_Likert | NaN | Agree_Likert | Uncontrolled_Fires,Land_Agriculture | It is the main purpose we do for our livelihood | Forest_Dependent | NaN | NaN | NaN | NaN | NaN |
| 60 | 61 | Ntambu ward | Chhulu cfmg | Trees and beehives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | NaN | NaN | NaN | NaN | Strongly_Agree_Likert | NaN | NaN | NaN | Strongly_Agree_Likert | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 61 | 62 | Ntambu ward | Mpulumpa ward | Tress and beehivess | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 62 | 63 | Silunga ward | Kayo ge cfmg | Forest and beehives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | Thats where we get free air and traditional medicine and most of our livelihood depend on the natural resources | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | There are other livelihoods we plan for such as small livestock in the CFMG as well as gardens | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The fire destroys a lot of things such as the air we breathe, the soil fertility, small animals and plants | Wetlands_Dependent | Water is life thus if there is no water all the plants will dry | NaN | NaN | NaN | NaN |
| 63 | 64 | Makuya ward | Kema | Behivees, trees | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Disagree_Likert | The traditional way of management has been stopped but the government has taken over the management of forest and biodiversity | NaN | NaN | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Other_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | NaN | Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | Land_Agriculture | The land cultivated is done on a big land that transforms the landscapes | NaN | NaN | NaN | Taking care of the animals | NaN | NaN |
| 64 | 65 | Makuya ward | Kesumpa CFMG | Behevies and Tress | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Agree_Likert | They normally give rules on how to protect the environment | NaN | NaN | NaN | NaN | Undecided_Likert | NaN | NaN | 3to4Years_Long | Agree_Likert | Disagree_Likert | Disagree_Likert | We do not have money for protection of the environment and we have not yet had money from the carbon trade and we have been waiting for it for long time now | Agree_Likert | Disagree_Likert | Agree_Likert | Undecided_Likert | Agree_Likert | Uncontrolled_Fires | We want to reduce the burning of the areas because it destroys the environment | NaN | NaN | NaN | NaN | NaN | NaN |
| 65 | 66 | Ntambu ward | Ntambu central cfmg | NaN | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | Strongly_Agree_Likert | The traditional methods of harvesting such as poaching, burning and cutting down of trees | Strongly_Agree_Likert | NaN | NaN | NaN | Strongly_Agree_Likert | NaN | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | If there are other sources of earning a living | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | That is the main stay of living | Agriculture_Areas_Dependent | NaN | NaN | NaN | NaN | NaN |
| 66 | 67 | Ntambu ward | NaN | NaN | NaN | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many | NaN | There is no cultural aspects that hinder due to the community management forest intervention and practices such as catching rats may cause disturbances to the environment | Strongly_Agree_Likert | Strongly_Agree_Likert | Even the Bible says do not forget your roots | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Through management of the forest and through capacity buildiing | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The fire destroys the flowers for the production of honey which is reduced | Forest_Dependent | That is the source of mushrooms, catapilars if the forests are protected well where she is working as a honarary officer | NaN | NaN | NaN | NaN |
| 67 | 68 | Namwala Central ward | Non applicable | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Disagree_Likert | There is nothing | Disagree_Likert | Strongly_Disagree_Likert | We do not include it in our aspect | Source_Income_Purpose | Agree_Likert | Material_Connection | For instance , fish that is caught brings income or source of food as well as trees bring rainfall indirectly | 3to4Years_Long | Agree_Likert | Agree_Likert | Undecided_Likert | It is a challenge to change because there are always up and downs when changing from one situtation to the other | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert | Wood_Extraction | The people that make charcoal cut down trees that are fresh and they cut a huge area | Wetlands_Dependent | Water is life and is used in every situation such as cultivation, watering gardens | NaN | NaN | NaN | NaN |
| 68 | 69 | Namwala Central ward | Non applicable | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Agree_Likert | There are people who cut down trees thus leading the wild animals lacking where to sleep or shelter | Agree_Likert | Agree_Likert | We always follow what we are told | NaN | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | NaN | NaN | Agriculture_Areas_Dependent | It brings us food as well as income | NaN | NaN | NaN | NaN |
| 69 | 70 | Namwala Central ward | Not applicable | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Undecided_Likert | I have no idea | Agree_Likert | NaN | NaN | NaN | Undecided_Likert | NaN | NaN | 3to4Years_Long | Undecided_Likert | Undecided_Likert | Disagree_Likert | NaN | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert | Land_Agriculture | NaN | Wetlands_Dependent | NaN | NaN | NaN | NaN | NaN |
| 70 | 71 | Namwala Central ward | Shapopa shachala | Gerdening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Disagree_Likert | A long time there was ""malende"" which used to protect the tree but at the moment it is not taking place | Strongly_Agree_Likert | Strongly_Agree_Likert | We have to consider it because if it is not the projects would not work well for instance in Livingstone the community destroyed the cultural activities of northwestern because they came from a different region | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | There is climate change that forces to change the livelihoods | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It destroys a lot of biodiversity such as eggs of birds and snakes | Forest_Dependent | During floods cattle go to the forest areas where they graz | NaN | NaN | NaN | NaN |
| 71 | 72 | Namwala Central ward | Manokubwana | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Agree_Likert | There are practices such called ""Malende"" that protect certain areas that prohibit trees from being cut down | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Disagree_Likert | Undecided_Likert | Agree_Likert | We only depend on domecticated animals | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | Their livelihood depends on the activities of charcoal burning | Agriculture_Areas_Dependent | Thats where we get our food from | NaN | NaN | NaN | NaN |
| 72 | 73 | Namwala Central ward | Sepa sahao MPCS | gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Agree_Likert | The Borehole cannot be sank near the grave yard and when there is funeral in the community you cannot hold a meeting in the village | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Disagree_Likert | Disagree_Likert | Agree_Likert | As long as there is support from somewhere | Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Grazing | The animals are always grazing through the vegetation and there is no room given to plants to sprout out | Agriculture_Areas_Dependent | Because am a farmer | NaN | NaN | NaN | NaN |
| 73 | 74 | Namwala Central ward | Tusole youth centre | Gardening | NaN | SCRiKA_LS | yes | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 74 | 75 | Namwala Central ward | Chinyemu B | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Agree_Likert | There are Hynas that eat our livestocks but when we kill them we are in conflict with ZAWA Officers | Agree_Likert | Strongly_Disagree_Likert | There is nothing included | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | If there are resources we can change the livelihood | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | When the trees are cut for charcoal, the stem dies and no replacement for it | Agriculture_Areas_Dependent | That is where we farm the products | NaN | NaN | NaN | NaN |
| 75 | 76 | Namwala Central ward | Chiyemyu A | Gargening | Lessthan4Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Disagree_Likert | There is nothing | NaN | Agree_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | As long as we have no where to depend on for our livelihoods | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Uncontrolled_Fires | Fire destroys everything than the others because even the biodiversity get killed | Agriculture_Areas_Dependent | Thats where we get food crops | NaN | NaN | NaN | NaN |
| 76 | 77 | Namwala Central ward | Maselo widows club | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | The ownership of land by Chief in the river gives them power to destroy the area by giving it out for cultivation activities | Strongly_Disagree_Likert | Agree_Likert | The groups have their own mission like our group we give money to the orphans from the profit we make | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | If have have enough water inland than depeneding on the river shores for cultivation purposes then the livelihoods would change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The fires cuts across a huge area and kills everything on it way | Agriculture_Areas_Dependent | Thats where we get food crops | NaN | NaN | NaN | NaN |
| 77 | 78 | Namwala Central ward | Namwala multipurpose coperetive | Gardening, chicken rearing and winter maize | Lessthan4Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | Nothing is considered | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Disagree_Likert | Agree_Likert | Agree_Likert | Thing are evolving thus I cannot be stagnant | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert | Land_Agriculture | Most of the land is used for agriculture purposes and cutting is done at a large scale | Agriculture_Areas_Dependent | That where we get most of the food crops and livelihood is dependent on it | NaN | NaN | NaN | NaN |
| 78 | 79 | Namwala Central ward | Savings for change Nakable | Savings | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 10to20People_Many | Disagree_Likert | I have not heard of anything like that | NaN | Undecided_Likert | NaN | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Because am used to it | Disagree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | NaN | NaN | It destroys life and it is difficult to regenerate | NaN | NaN | NaN | NaN |
| 79 | 80 | Namwala Central ward | Maunga saving group | Saving | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many | Strongly_Agree_Likert | There cultural practices of that can prevent rains from falling if the ""Malende"" has been disturbed | Strongly_Agree_Likert | Strongly_Agree_Likert | We do not do it | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | As long as we are helped with altrenative livelihoods | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | Burning destroys life and everything in it | Agriculture_Areas_Dependent | Our livelihood is based on farming | NaN | NaN | NaN | NaN |
| 80 | 81 | Namwala Central ward | Alternative livelihood | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Agree_Likert | There are bad fishing methods as well as people settling in the game parks | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | We are trying to shift to make gardens for our livelihoods | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The fire destroys almost everything | Agriculture_Areas_Dependent | They are a source of source of livelihood | NaN | NaN | NaN | NaN |
| 81 | 82 | Namwala Central ward | Shomachako saving group | Savings | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Greaterthan40People_Many | Disagree_Likert | There is nothing that i know that can hinder | Disagree_Likert | Disagree_Likert | We do not do it | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Disagree_Likert | When changing to another lifestyle it means that you are starting a new life | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | Land_Agriculture | It causes soil erossion | Agriculture_Areas_Dependent | That where we get food crops for our livehoods | NaN | NaN | NaN | NaN |
| 82 | 83 | Namwala Central ward | Namwala persons with disabilities | Goat rearing | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Nothing is considered | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | The way things of climate change are it calls for changes | Undecided_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert | Land_Agriculture | The agriculture activities is about uprooting the tree thus distruction of the environment | Forest_Dependent | The area for farming are found in the forest areas | NaN | NaN | NaN | NaN |
| 83 | 84 | Namwala Central ward | ShibukoloMPCS | Goat rearing | NaN | SCRiKA_LS | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | As long as there are different alternative livelihoods | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The burning covers a huge area and kills all the biodiversity on it ways | Wetlands_Dependent | That where our cattle graze | NaN | NaN | NaN | NaN |
| 84 | 85 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 85 | 86 | Mbila ward | Nanagwe goat rearing | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Agree_Likert | We do not | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Yes because we are depending of the catle we are looking after thus it is easy to change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Wood_Extraction | The making of charcoal mainly focuses on big trees that make a desert in the area | Agriculture_Areas_Dependent | That is where we cultivate as a source of food crops while game parks help's we depend on the ZAWA Officers to give out resources | NaN | NaN | NaN | NaN |
| 86 | 87 | Mbila ward | Kaunga goat rearing | Goat rearing | Greaterthan16Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Undecided_Likert | I do not know | Undecided_Likert | Undecided_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | NaN | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | If there is no profit in one livelihood I can change to another type of livelihood | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Undecided_Likert | Strongly_Agree_Likert | Wood_Extraction | It destroys the tree if everyone was to cutting trees for energy | Agriculture_Areas_Dependent | We are farmers by nature | NaN | NaN | NaN | NaN |
| 87 | 88 | Mbila ward | Shandubula borehole | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Disagree_Likert | There is nothing | Disagree_Likert | Disagree_Likert | Not included | NaN | Disagree_Likert | Material_Connection | NaN | 7to8Years_Long | Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | It is not easy but it is important to change because of climate change where you have to change without taking alternative | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | When trees are cut for charcoal it takes time to grow thus causing climate change and in turn affecting our main livelihood of agriculture | Agriculture_Areas_Dependent | Thats a source of food crops | NaN | NaN | NaN | NaN |
| 88 | 89 | NaN | NaN | Mbila ward | Greaterthan16Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Disagree_Likert | NaN | Nature_Protection_Purpose | NaN | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Our livelihood depends on farming as our main activities | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | NaN | Agriculture_Areas_Dependent | Thats were food comes from | NaN | NaN | NaN | NaN |
| 89 | 90 | Mbila ward | Mabula borehore | Gardening | NotApplicable_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Disagree_Likert | There is no such things | Undecided_Likert | Strongly_Disagree_Likert | We do not include | Nature_Protection_Purpose | Strongly_Agree_Likert | NaN | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Changing is difficult but when you get used it is fine | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Wood_Extraction | If the trees are cut the environment would be destroyed and the air quality would be bad | Agriculture_Areas_Dependent | Thats where we get food for eating or our livelihood | NaN | NaN | NaN | NaN |
| 90 | 91 | Mbila ward | hikolo borehole project | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing included | NaN | Strongly_Disagree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Because we are always depending on farming thus a change would lead us to access through that we do not have currently | Strongly_Disagree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | When you cut trees the rainfall will reduce that will lead to animals dying of thirst | Agriculture_Areas_Dependent | Where we cultivate, that is were we get crops | NaN | NaN | NaN | NaN |
| 91 | 92 | Mbila ward | Makumucha Dip Tank | Dipping cattle | 4to8Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | We are always focused in agriculture thus it is a little bit difficult to change | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | There is no clear law that prevents people from being scared of burning the bush | Agriculture_Areas_Dependent | That is were food and income come from to help us | NaN | NaN | NaN | NaN |
| 92 | 93 | Mbila ward | Twapenga goat | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Agree_Likert | No answer | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | No answer | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Uncontrolled_Grazing | NaN | Agriculture_Areas_Dependent | Thats where we get maize our staple food from farming | NaN | NaN | NaN | NaN |
| 93 | 94 | Mbila ward | Muchenje Poultry | Poutry rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Agree_Likert | NaN | Agree_Likert | Agree_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Experiential_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | I would prefer to shift to gardening that other activities | Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Land_Agriculture | NaN | Agriculture_Areas_Dependent | We are keeping birds and gardening thus the forest can be protected as well as the animals | NaN | NaN | NaN | NaN |
| 94 | 95 | Mbila ward | Twambo bee keeping | Bee keeking | Greaterthan16Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Disagree_Likert | Thee is nothing | Agree_Likert | Agree_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | If the change leads to a better life it can be easy | Agree_Likert | Agree_Likert | Agree_Likert | NaN | Undecided_Likert | NaN | NaN | Forest_Dependent | That were we are found | NaN | NaN | NaN | NaN |
| 95 | 96 | Mbila ward | Nakaalanta borehole | Geradening | NaN | SCRiKA_LS | yes | 30to40People_Many | Agree_Likert | There is lack of support to the WDCS and CRB to the local community to protect the environment. The licenses are given to investors to cut down trees but the community do not benefit from the sale of the trees but the only tradition authority benefits | Disagree_Likert | Agree_Likert | They are considered because the thatched roof, using poles for the cattle craw are some of the cultural aspects that are difficult to change unless people have enough money | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 7to8Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | If there are some guidelines to assist in changing the livelihood | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | The huge land is cleared for gardens | Agriculture_Areas_Dependent | Source of food crops | NaN | NaN | NaN | NaN |
| 96 | 97 | Mbila ward | Mikimutuba birehole | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Disagree_Likert | Not included | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | It is but currently there is drought thus difficult to change | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | It is a continuous process of cutting tree for charcoal thus it destroys the landscape | Agriculture_Areas_Dependent | The wetlands are dry thus, we depend on agriculture for food crops | NaN | NaN | NaN | NaN |
| 97 | 98 | Mbila ward | Mutwe Mano poutry | Rearing chichen and incubators | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | Nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | I do not know because the livelihood I would change might be worse than the current one | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The rainfall will reduce and there would be too much wind as well as climate change | Agriculture_Areas_Dependent | Thats where get crops for food | NaN | NaN | NaN | NaN |
| 98 | 99 | Mbila ward | Munyinga cattle reatpring | Dip tanknfor cattle | 4to8Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | Nothing | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | It can be changed with dependency to climate change | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | When the trees are reduced we are going to have a problem with the rainfall | Agriculture_Areas_Dependent | That were food is gotten and a borehole can be sank | NaN | NaN | NaN | NaN |
| 99 | 100 | Mbila ward | Yomena borehole | Gerdening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 100 | 101 | Luubwe ward | Muntu Monzo goat rearing | Goat rearing | Greaterthan16Lima_Size | SCRiKA_LS | yes | 10to20People_Many | Strongly_Agree_Likert | Some people still want to lead a life of hunting and the use of mosquito nets for catching fish | Strongly_Agree_Likert | Strongly_Agree_Likert | The project is bettering our lives | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | As long as there are more advantages than disadvantages as well as technology allow it to be done | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | There are a lot of famers thus it is the major contributor | Wetlands_Dependent,Forest_Dependent | Animals graze in the forest and wetland and houses are made from trees from the forest | NaN | NaN | NaN | NaN |
| 101 | 102 | Luubwe ward | Inkabe yalaangana goat | Dip tqnk and gaot reatpring | 4to8Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Agree_Likert | NaN | NaN | NaN | NaN | NaN | Agree_Likert | Material_Connection | NaN | NaN | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | NaN | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | NaN | Agriculture_Areas_Dependent | We are farmers | NaN | NaN | NaN | NaN |
| 102 | 103 | Luubwe ward | Luubwe Livestock Centre | Dipping and gerdening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Disagree_Likert | NaN | Agree_Likert | Disagree_Likert | NaN | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | But we only depend on the forest and wetlands | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Land_Agriculture | Source of livelihood such as crops | Forest_Dependent | Thats were our animals feed | NaN | NaN | NaN | NaN |
| 103 | 104 | Luubwe ward | Maubi Cattle restocking | Dipp tank | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Agree_Likert | The traditional leaders prohibit people from making decision and some sell the land to people that lead to destruction of the environment even if people do not agree with the headman. The headman say it is his land and he can sell it to whom he wants | Disagree_Likert | Disagree_Likert | There is nothing | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | The natural resources were given to us by God and we depend on roots from trees for medicine and other fruits | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | Land_Agriculture | NaN | Wetlands_Dependent,Forest_Dependent | The animals graze in the wetlands as well as in the forest | NaN | NaN | NaN | NaN |
| 104 | 105 | Omba ward | Tunjile Goat Structure | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Disagree_Likert | They are under the control of the Chief who can make changes to them | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | If we are changing to the better one | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Land_Agriculture | We are farmers | Agriculture_Areas_Dependent | Thats were we get our income | NaN | NaN | NaN | NaN |
| 105 | 106 | Omba ward | Mmbiza solar powered | Gerdening | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Disagree_Likert | NaN | NaN | Strongly_Disagree_Likert | NaN | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Life is hard due to high cost of commodities | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Uncontrolled_Fires | The animals can have problems where to find food | Agriculture_Areas_Dependent | Everything comes from agriculture | NaN | NaN | NaN | NaN |
| 106 | 107 | Omba ward | Hangoma Solar powered | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Disagree_Likert | Strongly_Disagree_Likert | There is nothing that is included | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | We have only one activity that we do here such as farming thus changing is difficult | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | When you burn the bush it destroys both the tree and as well as the animals | Agriculture_Areas_Dependent | It is where we farm our crops | NaN | NaN | NaN | NaN |
| 107 | 108 | Omba ward | Habanyama solor power | Gardenning | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is a hill called ""Omba"" that releases smoke indicating that particular year there would be rainfall and evergthing would be fine in regards to rainfall | Strongly_Disagree_Likert | Strongly_Disagree_Likert | They are not taken into consideration | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Disagree_Likert | Disagree_Likert | Disagree_Likert | Our livelihood is just based on farming | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Uncontrolled_Fires | The burning makes the trees dry as well as young animals get killed | Wetlands_Dependent | Water is a source of life for our animals such as cattle | NaN | NaN | NaN | NaN |
| 108 | 109 | Omba ward | Shaamba Solar Power | Gardenung | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | Some cultural activities such as getting roots from the trees for medicine can destroy the trees | Agree_Likert | Strongly_Disagree_Likert | The project can be destroyed because of culture | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Disagree_Likert | Disagree_Likert | We always use products from the forest | Undecided_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The fire distroys almost everything even birds in the forest are destroyed | Agriculture_Areas_Dependent | We are farmers by nature | NaN | NaN | NaN | NaN |
| 109 | 110 | Omba ward | Shamba goat structure | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | NaN | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | NaN | Disagree_Likert | Our livelihood is difficult at the moment because of climate change | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | We are in a tradition of cultivation, if not we cannot survive as it is our tradition but burning destroys a lot of things hence a major contributor | Agriculture_Areas_Dependent | We are farmers by nature in southern province | NaN | NaN | NaN | NaN |
| 110 | 111 | Omba ward | Sikapande solar powered borehole | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Disagree_Likert | Only in not following the laws | NaN | Strongly_Agree_Likert | When we have been taught | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | NaN | NaN | NaN | Agriculture_Areas_Dependent | Thats were we get income from | NaN | NaN | NaN | NaN |
| 111 | 112 | Omba ward | Fumbe Fumbe solar borehole | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | NaN | NaN | NaN | NaN | NaN | NaN | Disagree_Likert | Experiential_Connection,Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | There is a problem with the boreholes | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 112 | 113 | Omba ward | Habulungu solar powered | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | There is no problem thus we cannot change | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The burning of the bush destroys the environment | Wetlands_Dependent | Water is life because our cattle drink water from the wetlands | NaN | NaN | NaN | NaN |
| 113 | 114 | Omba ward | Maika Male | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 30to40People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | NaN | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The animals depend on grass thus if burnt the animals would die | Wetlands_Dependent | Water is life and our domesticated animals need water and we depend on the animals | NaN | NaN | NaN | NaN |
| 114 | 115 | Omba ward | Moomba goat structure | Giat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many | Strongly_Agree_Likert | Our culture is that for someone to live well needs to cultivate a huge parcel of land thus leading to cutting down of the trees | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | It is not easy but it is a good thing | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | we depend on farming for our livelihood | Agriculture_Areas_Dependent | Thats where we get our food crops | NaN | NaN | NaN | NaN |
| 115 | 116 | Omba ward | Mbalanji goatvrearing | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Disagree_Likert | Strongly_Agree_Likert | The traditional leaders have to accept that a certain project has to be done on a specific place | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | The person can not change unless the person is shown what to do | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | For charcoal, people burn big tree that destroys the habitat for animals | Agriculture_Areas_Dependent | Thats where we get food crops and income | NaN | NaN | NaN | NaN |
| 116 | 117 | Omba ward | Tugwasane goat structure | Goat rearing | NaN | SCRiKA_LS | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 117 | 118 | Omba ward | Kamuseka solar project | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 30to40People_Many | NaN | NaN | NaN | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Disagree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | We can not manage to live without depending on the forest like our craw we use the trees | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Disagree_Likert | Land_Agriculture | NaN | Agriculture_Areas_Dependent | From agriculture we get food crops and income | NaN | NaN | NaN | NaN |
| 118 | 119 | Omba ward | Omba Solar borehole | Gardening | NaN | SCRiKA_LS | yes | 20to30People_Many | Undecided_Likert | No response | Agree_Likert | Disagree_Likert | The projects are not associated with the cultural aspects | Nature_Protection_Purpose | Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | The way we live we adapt any environment like now we have climate change thus we have adapted to challenges | Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | Anyone who burns the bush would burn the forest because there are no fire guards to prevent the forest from being burnt | Agriculture_Areas_Dependent | That is the major activity around this area | NaN | NaN | NaN | NaN |
| 119 | 120 | Kalobolelwa ward | NaN | Goat reaeing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | Thee is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Greaterthan9Years_Long | NaN | Disagree_Likert | Disagree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | If there is knowledge on how to protect the environment and people are doing things without any knowledge to protect the environment thus there is need to protect it | Agriculture_Areas_Dependent | From there we have food crops | NaN | NaN | NaN | NaN |
| 120 | 121 | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | Undecided_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The grass for grazing animals would be destroyed | Agriculture_Areas_Dependent | Thats were we get food for our living | NaN | NaN | NaN | NaN |
| 121 | 122 | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | NaN | NaN | Undecided_Likert | Strongly_Disagree_Likert | We do not | Source_Income_Purpose | Undecided_Likert | Material_Connection | 3to4Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | It is only the starting point that is difficult to change because in needs finances | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It destroys the food for the elephants on which it depends after it has been burnt | Agriculture_Areas_Dependent | Thats where we get food crops | NaN | NaN | NaN | NaN | |
| 122 | 123 | Kalobolelwa ward | Lichichecho goat rearing project | Gost rearing | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | NaN | Nature_Protection_Purpose | Undecided_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Disagree_Likert | Because i do not have the livelihood am shifting to | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Uncontrolled_Fires | Fire destroys the habitat of animals | Agriculture_Areas_Dependent | We are farmers | NaN | NaN | NaN | NaN |
| 123 | 124 | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | NaN | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Undecided_Likert | Disagree_Likert | Undecided_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The animals feed on the grass and when the grass is burnt the animals come into the community to disturb | Agriculture_Areas_Dependent | Thats where we get food | NaN | NaN | NaN | NaN |
| 124 | 125 | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | Not considered | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | We have our livelihoods | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It burns the destroys the habitat of the animals | Agriculture_Areas_Dependent | We are more into farming | NaN | NaN | NaN | NaN |
| 125 | 126 | Kalobolelwa ward | NaN | Goat | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | If we find someone to assist us we can change | Strongly_Disagree_Likert | Strongly_Agree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | Cutting down trees comes with it strong wind | Agriculture_Areas_Dependent | We are farmers | NaN | NaN | NaN | NaN |
| 126 | 127 | Kalobolelwa ward | NaN | Goat | NaN | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Undecided_Likert | NaN | Undecided_Likert | Undecided_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Disagree_Likert | Undecided_Likert | Strongly_Disagree_Likert | Am not sure of the future thus i cannaot change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Undecided_Likert | NaN | NaN | Agriculture_Areas_Dependent | Thats where food comes from | NaN | NaN | NaN | NaN |
| 127 | 128 | Kalobolelwa ward | Ituse garde ing | NaN | Lessthan4Lima_Size | SCReBS_WESTERN | yes | Lessthan10People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Undecided_Likert | Material_Connection | NaN | 7to8Years_Long | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | It is a challenge | Undecided_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Other | NaN | Agriculture_Areas_Dependent | We are farmers | NaN | NaN | Cutting down trees for sale | NaN |
| 128 | 129 | Mwanambuyu ward | Lituye piggery project | Giggery rearing | NaN | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Agree_Likert | Disagree_Likert | There is nothing | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | The firewood we depend on is from trees thus it is a challenge to change. Agriculture means cutting down trees and building houses depends on the trees. Also, the piggery project that is been done does not have market thus the project is not effective | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Land_Agriculture | Thats is where our food comes from | Wetlands_Dependent | Thats were we have our animals graze | NaN | NaN | NaN | NaN |
| 129 | 130 | Mwanambuyu ward | Tamahano Piggary | Goat rearing | NotApplicable_Size | SCReBS_WESTERN | yes | 10to20People_Many | Agree_Likert | The Chiefs have been asking people to stop living along the river banks and using mosquito net to fish but the communities are not adhearing | Agree_Likert | Strongly_Disagree_Likert | It is because the project does not come through BRE | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 7to8Years_Long | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | It is difficult because we do not have money and the pigs we are keeping it is a challenge looking after them and most of them die | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Land_Agriculture | Cutting down trees to make garden""matema"" meaning the trees will not be replaced. | Wetlands_Dependent | When the floods go they leave moisture thats helps people grow their crops | NaN | NaN | NaN | NaN |
| 130 | 131 | Mwanambuyu ward | Luswalane piggery | Pigg rearing | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | Strongly_Disagree_Likert | They are not part of the project | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | Fire burns everything in terms of life | Agriculture_Areas_Dependent | Thats where we grow our food crops | NaN | NaN | NaN | NaN |
| 131 | 132 | Mwanambuyu ward | Swalapilu gardening | Gardening | Lessthan4Lima_Size | SCReBS_WESTERN | yes | Lessthan10People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | Nature_Protection_Purpose | Undecided_Likert | Material_Connection | NaN | 7to8Years_Long | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | The person leading a better life he cannot change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Undecided_Likert | Uncontrolled_Fires | The fire destroys the grazing grass for the animals | Wetlands_Dependent | In the wetlands is where we cultivate rice as well as get water for watering the gardens | NaN | NaN | NaN | NaN |
| 132 | 133 | Mwanambuyu ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | NaN | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Greaterthan9Years_Long | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | If we have the knowledge to use thing that have been given to us by the government and live a good life | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | People are always burning the bush without any control | Agriculture_Areas_Dependent | That is were we get food for eating | NaN | NaN | NaN | NaN |
| 133 | 134 | Mwanambuyu ward | Kwitingile gardenning | Gardening | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | NaN | Strongly_Disagree_Likert | Material_Connection | NaN | 7to8Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | If there is a law that ask us to change we can do it | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It destroys all life | Agriculture_Areas_Dependent | Thats were we grow crops | NaN | NaN | NaN | NaN |
| 134 | 135 | Mwanambuyu ward | Mandiyanje | Pigg rearing | Lessthan4Lima_Size | SCReBS_WESTERN | yes | Lessthan10People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | Nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Greaterthan9Years_Long | Agree_Likert | Agree_Likert | Agree_Likert | As long as I have help from somewhere | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | Fire burns the whole area | Agriculture_Areas_Dependent | Thats were we get food | NaN | NaN | NaN | NaN |
| 135 | 136 | Mwanambuyu ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | It is easier after a long time or process | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | Burning kills at lot of things and biodiversity | Agriculture_Areas_Dependent | Thats where our food crops come from | NaN | NaN | NaN | NaN |
| 136 | 137 | Mwanambuyu ward | NaN | Goat reatpring | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Am at an old age thus i cannot change my livelihood | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The trees cut are a lot thus it distructs a lot | Agriculture_Areas_Dependent | Thats where food crops comes from | NaN | NaN | NaN | NaN |
| 137 | 138 | Mwanambuyu ward | Sopu Siwa project | Cassava | 4to8Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not because we only follow the teachings | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 7to8Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | As long as we have what to use to change them | Strongly_Agree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | When the trees are cut, they do not grow again | Agriculture_Areas_Dependent | Thats where we get our food crops | NaN | NaN | NaN | NaN |
| 138 | 139 | Mwanambuyu ward | Mundimunene Piggery | Piggery | NotApplicable_Size | SCReBS_WESTERN | yes | Lessthan10People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | The cultural aspects are not included | Source_Income_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | I have limited responsibility thus it is easy to change | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The cutting down tree brings drought | Agriculture_Areas_Dependent | Thats where we get food crops | NaN | NaN | NaN | NaN |
| 139 | 140 | Yeta ward | Kolo Goat rearing | Goat rearing | NotApplicable_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | The cultural aspects are not included | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | I just have to continue trying | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The trees had been cut in our area and possing a treat of strong winds | Agriculture_Areas_Dependent | We are farmers of rice | NaN | NaN | NaN | NaN |
| 140 | 141 | Yeta ward | Kutiya goat | Goat rearing | NotApplicable_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 5to6Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | This period is of climate change that calls for different way of doing things | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Wood_Extraction | When it rains the water just flows due to lack of trees to block them | Agriculture_Areas_Dependent | That were we get our food crops | NaN | NaN | NaN | NaN |
| 141 | 142 | Yeta ward | Yeta Fibre Project | Making Fibre from the roots of trees with disturbing the trees | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | NaN | Agree_Likert | Agree_Likert | We included the induna | Nature_Protection_Purpose | Strongly_Disagree_Likert | Material_Connection | NaN | 3to4Years_Long | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | If am empowered, it is easy | Strongly_Agree_Likert | Strongly_Disagree_Likert | NaN | Undecided_Likert | Agree_Likert | Wood_Extraction | It can lead to climate due lack of trees | Wetlands_Dependent | We cultivate in the flood plains were we can and that is where animals graze | NaN | NaN | NaN | NaN |
| 142 | 143 | Yeta ward | NaN | To give moisture to crops | Lessthan4Lima_Size | PIN_WESTERN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | No we do not | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | If you use the knowledge adquately it is easier | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The animals will not have where to graz thus make them move long distance to find pastures | Agriculture_Areas_Dependent | Thats where we get food from | NaN | NaN | NaN | NaN |
| 143 | 144 | Yeta ward | Namangu Fibre/Poultry/Mushroom project | Making fibre from roots rearing of chicken and growing of mashrooms | NotApplicable_Size | SCReBS_WESTERN | yes | 20to30People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | They are not included | Source_Income_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Greaterthan9Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | As long as there is need for me to change as well as climate change | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | The rainfall is back up by green vegetation thus when burnt there will be less rainfall | Agriculture_Areas_Dependent | We are farmers | NaN | NaN | NaN | NaN |
| 144 | 145 | Yeta ward | NaN | Biochar | NotApplicable_Size | PIN_WESTERN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Agree_Likert | Strongly_Disagree_Likert | We do not include | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | It is easier as long as there is commitment | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | When the trees get burnt, they dry and thats the reason we have less rainfall | Agriculture_Areas_Dependent | That is where we get our crops from | NaN | NaN | NaN | NaN |
| 145 | 146 | Yeta ward | NaN | Biochar | NaN | PIN_WESTERN | no | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 146 | 147 | Yeta ward | Biochar | Gardening | Lessthan4Lima_Size | PIN_WESTERN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Agree_Likert | Only the indunas that send the representative to learn and they accept the project in the community | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | The person can make a decision through looking back to what he or she has done so as to make corrective measures | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | Wood_Extraction | They use Chitemene system of just cutting trees for charcoal | Agriculture_Areas_Dependent | We farmers | NaN | NaN | NaN | NaN |
| 147 | 148 | Yeta ward | Biochar | Gardening | Lessthan4Lima_Size | PIN_WESTERN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | NaN | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | As long as you are committed | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Wood_Extraction | The trees that are cut and made into charcoal, the trunks or stems do not grow | Agriculture_Areas_Dependent | Thats where we get food and money | NaN | NaN | NaN | NaN |
| 148 | 149 | Yeta ward | B iochar | Gardenning | 8to12Lima_Size | PIN_WESTERN | no | NaN | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | There is nothing | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | 3to4Years_Long | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | It is difficult but as long as you follow what you have been taught you can change | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It destroys everything on its ways | Agriculture_Areas_Dependent | That were our food crops are found | NaN | NaN | NaN | NaN |
| 149 | 150 | Yeta ward | Piggery, fishponds and gardening | Fish ponds and piggery and gerdening | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many | Strongly_Disagree_Likert | There is nothing | Strongly_Disagree_Likert | Strongly_Disagree_Likert | We do not do it | Nature_Protection_Purpose | Strongly_Agree_Likert | Material_Connection | NaN | Greaterthan9Years_Long | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | As long as I have the capacity to do so | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Uncontrolled_Fires | It destroys everything on its path | Wetlands_Dependent | Thats where we plant maize and rice | NaN | NaN | NaN | NaN |
6. Selection of Likert Scale Columns¶
The columns that had likert scale responses were group in a single dataframe and they are 12 in number the columns were looking at the following questions as numbered in the questionaire:
- '45. Are there cultural practices that hinder the sustainable management of Forests, Wetlands, National Game Parks and Biodiversity?
- '47. Do you think some cultural practices can be changed?',
- '48. Do you consider cultural aspects when formulating the livelihood projects?',
- '51. Do you think there is need to measure indicators when managing landscapes?',
- '55. Does your livelihood depend on the natural resources for a living?',
- '56. Do you consider changing your livelihood strategy in future?',
- '57. Do you think it is easier to change your livelihood practices?',
- '59. Have the ecosystem services reduced from the inception of the project in your ward?',
- '60. Has the deforestation increased in the ward?',
- '61. Do you think protected areas are a hindrance to your livelihoods?',
- '62. Are there new livelihood projects that you think of that have never been implemented?',
- '63. Do you think the livelihood subprojects are contributing to the sustainability of landscapes?'
In [180]:
df3=df2.drop(df2.columns[[0,1,2,3,4,5,6,7,9,12,13,15,16,17,21,27,28,29,30,31,32,33,34]], axis = 1)
In [181]:
df3
Out[181]:
| Cultural_Practices_Hinder | Cultural_Practices_Changed | Cultural_Aspects_Considered | Measure_Indicators | Livilihood_Depenedent | Change_Livelihood | Change_Livelihood_Easy | Ecosystem_Services_Reduced | Deforestaion_Increased | Protected_Areas_Hinderarnce_Livelihood | New_Livelihood_Projects | Subprojects_Sustainability_Contribution | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Disagree_Likert | Undecided_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert |
| 1 | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 2 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert |
| 3 | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert |
| 4 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 5 | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 6 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 7 | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 8 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 9 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 10 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 11 | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 12 | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 13 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert |
| 14 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert |
| 15 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert |
| 16 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert |
| 17 | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert |
| 18 | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert |
| 19 | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | NaN | Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert |
| 20 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert |
| 21 | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 22 | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 23 | Strongly_Agree_Likert | Undecided_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | NaN |
| 24 | Agree_Likert | Agree_Likert | Agree_Likert | Undecided_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert |
| 25 | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 26 | NaN | NaN | NaN | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert |
| 27 | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 28 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 29 | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Undecided_Likert | Undecided_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert |
| 30 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert |
| 31 | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert |
| 32 | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 33 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 34 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Undecided_Likert | Undecided_Likert | Undecided_Likert | Strongly_Agree_Likert | NaN | Disagree_Likert | Disagree_Likert | Agree_Likert |
| 35 | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert |
| 36 | Disagree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert |
| 37 | Agree_Likert | Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert |
| 38 | Disagree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert |
| 39 | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert |
| 40 | Disagree_Likert | Undecided_Likert | Undecided_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert |
| 41 | Strongly_Agree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 42 | Disagree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert |
| 43 | Disagree_Likert | Disagree_Likert | Undecided_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert |
| 44 | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert |
| 45 | Disagree_Likert | Undecided_Likert | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert |
| 46 | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert |
| 47 | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | NaN | Strongly_Disagree_Likert | Agree_Likert |
| 48 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Agree_Likert | Agree_Likert | NaN | NaN | NaN |
| 49 | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert |
| 50 | Disagree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert |
| 51 | Strongly_Disagree_Likert | Agree_Likert | Undecided_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert |
| 52 | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert |
| 53 | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert |
| 54 | Disagree_Likert | Disagree_Likert | NaN | Agree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert |
| 55 | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert |
| 56 | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 57 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert |
| 58 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 59 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | NaN | Agree_Likert |
| 60 | Strongly_Disagree_Likert | NaN | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 61 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 62 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 63 | Disagree_Likert | NaN | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert |
| 64 | Agree_Likert | NaN | NaN | Undecided_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Undecided_Likert | Agree_Likert |
| 65 | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 66 | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert |
| 67 | Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Undecided_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert |
| 68 | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert |
| 69 | Undecided_Likert | Agree_Likert | NaN | Undecided_Likert | Undecided_Likert | Undecided_Likert | Disagree_Likert | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert |
| 70 | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 71 | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Undecided_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert |
| 72 | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert |
| 73 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 74 | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 75 | Disagree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert |
| 76 | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 77 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert |
| 78 | Disagree_Likert | NaN | Undecided_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert |
| 79 | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert |
| 80 | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 81 | Disagree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert |
| 82 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Undecided_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert |
| 83 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 84 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 85 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert |
| 86 | Undecided_Likert | Undecided_Likert | Undecided_Likert | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Undecided_Likert | Strongly_Agree_Likert |
| 87 | Disagree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert |
| 88 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 89 | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert |
| 90 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 91 | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 92 | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert |
| 93 | Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Disagree_Likert |
| 94 | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | NaN | Undecided_Likert |
| 95 | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 96 | Strongly_Disagree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 97 | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 98 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 99 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 100 | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 101 | Agree_Likert | NaN | NaN | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert |
| 102 | Disagree_Likert | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert |
| 103 | Agree_Likert | Disagree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert |
| 104 | Strongly_Disagree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert |
| 105 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert |
| 106 | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 107 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert |
| 108 | Strongly_Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Disagree_Likert | Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 109 | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | NaN | Disagree_Likert | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 110 | Disagree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | NaN |
| 111 | NaN | NaN | NaN | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 112 | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 113 | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 114 | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 115 | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 116 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 117 | NaN | NaN | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Disagree_Likert |
| 118 | Undecided_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert |
| 119 | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | NaN | Disagree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 120 | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Undecided_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 121 | NaN | Undecided_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Disagree_Likert | Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 122 | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Agree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert |
| 123 | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Undecided_Likert | Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert |
| 124 | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert |
| 125 | Strongly_Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | NaN | Agree_Likert | Strongly_Agree_Likert |
| 126 | Undecided_Likert | Undecided_Likert | Undecided_Likert | Strongly_Agree_Likert | Disagree_Likert | Undecided_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Undecided_Likert |
| 127 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Disagree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Disagree_Likert |
| 128 | Strongly_Disagree_Likert | Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert |
| 129 | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 130 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 131 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Undecided_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Disagree_Likert | Undecided_Likert |
| 132 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 133 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert |
| 134 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 135 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 136 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 137 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 138 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 139 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 140 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Disagree_Likert |
| 141 | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | NaN | Undecided_Likert | Agree_Likert |
| 142 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 143 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert |
| 144 | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert |
| 145 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 146 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert |
| 147 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
| 148 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | NaN | Strongly_Disagree_Likert | Strongly_Agree_Likert |
| 149 | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | NaN | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Strongly_Agree_Likert | Strongly_Agree_Likert |
7. The Number of Responses¶
The number of responses were counted for each column that had a likert scale and the NaN indicates no response
In [182]:
all_counts = df3.apply(pd.Series.value_counts, dropna=False)
In [183]:
all_counts
Out[183]:
| Cultural_Practices_Hinder | Cultural_Practices_Changed | Cultural_Aspects_Considered | Measure_Indicators | Livilihood_Depenedent | Change_Livelihood | Change_Livelihood_Easy | Ecosystem_Services_Reduced | Deforestaion_Increased | Protected_Areas_Hinderarnce_Livelihood | New_Livelihood_Projects | Subprojects_Sustainability_Contribution | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Agree_Likert | 20 | 29 | 19 | 28 | 35 | 39 | 46 | 39 | 16 | 14.0 | 58 | 37 |
| Disagree_Likert | 22 | 22 | 20 | 4 | 25 | 37 | 24 | 13 | 32 | 19.0 | 15 | 4 |
| Strongly_Agree_Likert | 21 | 29 | 22 | 81 | 44 | 38 | 49 | 72 | 72 | 15.0 | 36 | 81 |
| Strongly_Disagree_Likert | 70 | 41 | 66 | 22 | 32 | 20 | 18 | 16 | 17 | 83.0 | 19 | 15 |
| Undecided_Likert | 4 | 9 | 7 | 7 | 4 | 5 | 4 | 3 | 1 | NaN | 10 | 3 |
| NaN | 13 | 20 | 16 | 8 | 10 | 11 | 9 | 7 | 12 | 19.0 | 12 | 10 |
7.1 Transposing the Dataframe Table¶
The columns and the rows were interchanged so that they can be easily presented on the graph
In [184]:
all_counts1 = all_counts.head().T
In [185]:
all_counts1
Out[185]:
| Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | |
|---|---|---|---|---|---|
| Cultural_Practices_Hinder | 20.0 | 22.0 | 21.0 | 70.0 | 4.0 |
| Cultural_Practices_Changed | 29.0 | 22.0 | 29.0 | 41.0 | 9.0 |
| Cultural_Aspects_Considered | 19.0 | 20.0 | 22.0 | 66.0 | 7.0 |
| Measure_Indicators | 28.0 | 4.0 | 81.0 | 22.0 | 7.0 |
| Livilihood_Depenedent | 35.0 | 25.0 | 44.0 | 32.0 | 4.0 |
| Change_Livelihood | 39.0 | 37.0 | 38.0 | 20.0 | 5.0 |
| Change_Livelihood_Easy | 46.0 | 24.0 | 49.0 | 18.0 | 4.0 |
| Ecosystem_Services_Reduced | 39.0 | 13.0 | 72.0 | 16.0 | 3.0 |
| Deforestaion_Increased | 16.0 | 32.0 | 72.0 | 17.0 | 1.0 |
| Protected_Areas_Hinderarnce_Livelihood | 14.0 | 19.0 | 15.0 | 83.0 | NaN |
| New_Livelihood_Projects | 58.0 | 15.0 | 36.0 | 19.0 | 10.0 |
| Subprojects_Sustainability_Contribution | 37.0 | 4.0 | 81.0 | 15.0 | 3.0 |
7.2 Changing the Order of Columns¶
The order of columns was changed so that they can be easily analysed
In [186]:
all_counts2 = all_counts1.iloc[:, [3, 1, 4, 0, 2]]
In [187]:
all_counts2
Out[187]:
| Strongly_Disagree_Likert | Disagree_Likert | Undecided_Likert | Agree_Likert | Strongly_Agree_Likert | |
|---|---|---|---|---|---|
| Cultural_Practices_Hinder | 70.0 | 22.0 | 4.0 | 20.0 | 21.0 |
| Cultural_Practices_Changed | 41.0 | 22.0 | 9.0 | 29.0 | 29.0 |
| Cultural_Aspects_Considered | 66.0 | 20.0 | 7.0 | 19.0 | 22.0 |
| Measure_Indicators | 22.0 | 4.0 | 7.0 | 28.0 | 81.0 |
| Livilihood_Depenedent | 32.0 | 25.0 | 4.0 | 35.0 | 44.0 |
| Change_Livelihood | 20.0 | 37.0 | 5.0 | 39.0 | 38.0 |
| Change_Livelihood_Easy | 18.0 | 24.0 | 4.0 | 46.0 | 49.0 |
| Ecosystem_Services_Reduced | 16.0 | 13.0 | 3.0 | 39.0 | 72.0 |
| Deforestaion_Increased | 17.0 | 32.0 | 1.0 | 16.0 | 72.0 |
| Protected_Areas_Hinderarnce_Livelihood | 83.0 | 19.0 | NaN | 14.0 | 15.0 |
| New_Livelihood_Projects | 19.0 | 15.0 | 10.0 | 58.0 | 36.0 |
| Subprojects_Sustainability_Contribution | 15.0 | 4.0 | 3.0 | 37.0 | 81.0 |
7.3 Visualising the Results¶
The results were visualised in form of number of responses
In [188]:
%matplotlib inline
plot_likert.plot_counts(all_counts2, plot_likert.scales.agree, plot_percentage=False, bar_labels=True, bar_labels_color="snow", colors=plot_likert.colors.default_with_darker_neutral)
plt.title("Figure 1: The Total Number of Responses to Variables on Sustainable Transformation", fontsize=14)
plt.show()
C:\Users\nazin\AppData\Local\anaconda3\envs\NLTK_Py_3_12\Lib\site-packages\plot_likert\plot_likert.py:101: FutureWarning: parameter `plot_percentage` for `plot_likert.likert_counts` is deprecated, set it to None and use `compute_percentages` instead warn(
7.4 Converting the Responses to Percentages¶
The responses were converted to percentages
In [189]:
all_counts3 = df3.apply(lambda col: col.value_counts(normalize=True, dropna=False).round(2))
In [190]:
all_counts3
Out[190]:
| Cultural_Practices_Hinder | Cultural_Practices_Changed | Cultural_Aspects_Considered | Measure_Indicators | Livilihood_Depenedent | Change_Livelihood | Change_Livelihood_Easy | Ecosystem_Services_Reduced | Deforestaion_Increased | Protected_Areas_Hinderarnce_Livelihood | New_Livelihood_Projects | Subprojects_Sustainability_Contribution | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Agree_Likert | 0.13 | 0.19 | 0.13 | 0.19 | 0.23 | 0.26 | 0.31 | 0.26 | 0.11 | 0.09 | 0.39 | 0.25 |
| Disagree_Likert | 0.15 | 0.15 | 0.13 | 0.03 | 0.17 | 0.25 | 0.16 | 0.09 | 0.21 | 0.13 | 0.10 | 0.03 |
| Strongly_Agree_Likert | 0.14 | 0.19 | 0.15 | 0.54 | 0.29 | 0.25 | 0.33 | 0.48 | 0.48 | 0.10 | 0.24 | 0.54 |
| Strongly_Disagree_Likert | 0.47 | 0.27 | 0.44 | 0.15 | 0.21 | 0.13 | 0.12 | 0.11 | 0.11 | 0.55 | 0.13 | 0.10 |
| Undecided_Likert | 0.03 | 0.06 | 0.05 | 0.05 | 0.03 | 0.03 | 0.03 | 0.02 | 0.01 | NaN | 0.07 | 0.02 |
| NaN | 0.09 | 0.13 | 0.11 | 0.05 | 0.07 | 0.07 | 0.06 | 0.05 | 0.08 | 0.13 | 0.08 | 0.07 |
7.4.1 Transposing the Dataframe Table¶
Interchanging the rows and columns
In [191]:
all_counts4 = all_counts3.head().T
In [192]:
all_counts4
Out[192]:
| Agree_Likert | Disagree_Likert | Strongly_Agree_Likert | Strongly_Disagree_Likert | Undecided_Likert | |
|---|---|---|---|---|---|
| Cultural_Practices_Hinder | 0.13 | 0.15 | 0.14 | 0.47 | 0.03 |
| Cultural_Practices_Changed | 0.19 | 0.15 | 0.19 | 0.27 | 0.06 |
| Cultural_Aspects_Considered | 0.13 | 0.13 | 0.15 | 0.44 | 0.05 |
| Measure_Indicators | 0.19 | 0.03 | 0.54 | 0.15 | 0.05 |
| Livilihood_Depenedent | 0.23 | 0.17 | 0.29 | 0.21 | 0.03 |
| Change_Livelihood | 0.26 | 0.25 | 0.25 | 0.13 | 0.03 |
| Change_Livelihood_Easy | 0.31 | 0.16 | 0.33 | 0.12 | 0.03 |
| Ecosystem_Services_Reduced | 0.26 | 0.09 | 0.48 | 0.11 | 0.02 |
| Deforestaion_Increased | 0.11 | 0.21 | 0.48 | 0.11 | 0.01 |
| Protected_Areas_Hinderarnce_Livelihood | 0.09 | 0.13 | 0.10 | 0.55 | NaN |
| New_Livelihood_Projects | 0.39 | 0.10 | 0.24 | 0.13 | 0.07 |
| Subprojects_Sustainability_Contribution | 0.25 | 0.03 | 0.54 | 0.10 | 0.02 |
7.4.2 Changing the Order of Columns¶
The order of columns was changed
In [193]:
all_counts5 = all_counts4.iloc[:, [3, 1, 4, 0, 2]]
In [194]:
all_counts5
Out[194]:
| Strongly_Disagree_Likert | Disagree_Likert | Undecided_Likert | Agree_Likert | Strongly_Agree_Likert | |
|---|---|---|---|---|---|
| Cultural_Practices_Hinder | 0.47 | 0.15 | 0.03 | 0.13 | 0.14 |
| Cultural_Practices_Changed | 0.27 | 0.15 | 0.06 | 0.19 | 0.19 |
| Cultural_Aspects_Considered | 0.44 | 0.13 | 0.05 | 0.13 | 0.15 |
| Measure_Indicators | 0.15 | 0.03 | 0.05 | 0.19 | 0.54 |
| Livilihood_Depenedent | 0.21 | 0.17 | 0.03 | 0.23 | 0.29 |
| Change_Livelihood | 0.13 | 0.25 | 0.03 | 0.26 | 0.25 |
| Change_Livelihood_Easy | 0.12 | 0.16 | 0.03 | 0.31 | 0.33 |
| Ecosystem_Services_Reduced | 0.11 | 0.09 | 0.02 | 0.26 | 0.48 |
| Deforestaion_Increased | 0.11 | 0.21 | 0.01 | 0.11 | 0.48 |
| Protected_Areas_Hinderarnce_Livelihood | 0.55 | 0.13 | NaN | 0.09 | 0.10 |
| New_Livelihood_Projects | 0.13 | 0.10 | 0.07 | 0.39 | 0.24 |
| Subprojects_Sustainability_Contribution | 0.10 | 0.03 | 0.02 | 0.25 | 0.54 |
7.4.3 Visualising the Results¶
The results are visualised as pecentages
In [195]:
%matplotlib inline
plot_likert.plot_counts(all_counts5, plot_likert.scales.agree, plot_percentage=True, figsize=(16, 7), bar_labels=True, bar_labels_color="snow", colors=plot_likert.colors.default_with_darker_neutral)
plt.title("Figure 2: The Percentage Number of Responses to Variables on Sustainable Transformation", fontsize=18)
plt.show()
C:\Users\nazin\AppData\Local\anaconda3\envs\NLTK_Py_3_12\Lib\site-packages\plot_likert\plot_likert.py:101: FutureWarning: parameter `plot_percentage` for `plot_likert.likert_counts` is deprecated, set it to None and use `compute_percentages` instead warn(
8. Defined or Responses with Choices¶
The responses that had choices other than those with a likert scale were grouped in a pandas dataframe looking the following question:
- '50. What is the main purpose of landscapes (Forests, Water Bodies, Wetlands… etc.) in your livelihood?': 'Purpose_Landscape',
- '52. How is your connection to nature like?': 'Connection_Nature',
- '54. How long have you worked on this livelihood project?': 'Range_Years',
- '64. Which livelihood is a major contributor to landscape transformation?': 'Contributor_Landscape_Transformation',
- '66. Which type of landscape do you depend on much for a livelihood?': 'Landscape_Depended_Livelihood'
In [196]:
df4=df2.drop(df2.columns[[0,1,2,3,4,5,6,7,8,9,10,11,12,14,16,18,19,20,21,22,23,24,25,26,28,30,31,32,33,34]], axis = 1)
In [197]:
df4
Out[197]:
| Purpose_Landscape | Connection_Nature | Range_Years | Contributor_Landscape_Transformation | Landscape_Depended_Livelihood | |
|---|---|---|---|---|---|
| 0 | Nature_Protection_Purpose | Psychological_Connection,Material_Connection | 3to4Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 1 | Nature_Protection_Purpose | Philosophical_Connection,Psychological_Connection | Greaterthan9Years_Long | Land_Agriculture | Wetlands_Dependent |
| 2 | Nature_Protection_Purpose,Ancestral_Shrines_Purpose | Experiential_Connection | 5to6Years_Long | Wood_Extraction | Agriculture_Areas_Dependent,Wetlands_Dependent |
| 3 | Source_Income_Purpose | Material_Connection | Greaterthan9Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 4 | Nature_Protection_Purpose | Philosophical_Connection,Psychological_Connection | 5to6Years_Long | Land_Agriculture | Forest_Dependent,Wetlands_Dependent |
| 5 | Nature_Protection_Purpose | Psychological_Connection | 5to6Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 6 | Source_Income_Purpose | Material_Connection | NaN | Wood_Extraction | Agriculture_Areas_Dependent |
| 7 | Source_Income_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Wetlands_Dependent,Agriculture_Areas_Dependent |
| 8 | NaN | Material_Connection | 3to4Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 9 | NaN | Philosophical_Connection | 3to4Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 10 | Source_Income_Purpose,Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 11 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 12 | Nature_Protection_Purpose,Source_Income_Purpose | Other_Connection | 3to4Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 13 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Wetlands_Dependent,Forest_Dependent |
| 14 | Source_Income_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 15 | Nature_Protection_Purpose | Other_Connection | 3to4Years_Long | Land_Agriculture | Forest_Dependent |
| 16 | Source_Income_Purpose | Material_Connection | 3to4Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 17 | Nature_Protection_Purpose | Other_Connection | 3to4Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 18 | Source_Income_Purpose | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Wetlands_Dependent |
| 19 | Source_Income_Purpose | Material_Connection | 3to4Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 20 | Source_Income_Purpose | Material_Connection | 3to4Years_Long | Wood_Extraction | Forest_Dependent |
| 21 | Nature_Protection_Purpose,Other_Purpose | Material_Connection | 3to4Years_Long | Wood_Extraction | Wetlands_Dependent |
| 22 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Wood_Extraction | Wetlands_Dependent |
| 23 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 24 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 25 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Forest_Dependent |
| 26 | NaN | Material_Connection | 3to4Years_Long | Land_Agriculture | Forest_Dependent |
| 27 | Nature_Protection_Purpose,Other_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 28 | Source_Income_Purpose | Material_Connection | 3to4Years_Long | Wood_Extraction | Wetlands_Dependent |
| 29 | Nature_Protection_Purpose | Material_Connection | NaN | Land_Agriculture | Agriculture_Areas_Dependent |
| 30 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 31 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 32 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Wetlands_Dependent,Forest_Dependent |
| 33 | Nature_Protection_Purpose | Material_Connection | Lessthan2Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 34 | Nature_Protection_Purpose | Other_Connection | 5to6Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 35 | Nature_Protection_Purpose | Material_Connection | Lessthan2Years_Long | Uncontrolled_Fires | Forest_Dependent |
| 36 | Nature_Protection_Purpose | Material_Connection | Lessthan2Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 37 | Nature_Protection_Purpose | Material_Connection | Lessthan2Years_Long | Land_Agriculture | Wetlands_Dependent |
| 38 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 39 | Nature_Protection_Purpose | Material_Connection | Lessthan2Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 40 | Source_Income_Purpose,Other_Purpose | Material_Connection | Lessthan2Years_Long | Uncontrolled_Fires | Wetlands_Dependent |
| 41 | Nature_Protection_Purpose | Material_Connection | Lessthan2Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 42 | No_Idea_Purpose | Other_Connection | 7to8Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 43 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Wood_Extraction | Wetlands_Dependent |
| 44 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Wetlands_Dependent |
| 45 | Other_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Wetlands_Dependent |
| 46 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Forest_Dependent |
| 47 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 48 | NaN | NaN | NaN | NaN | NaN |
| 49 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 50 | Nature_Protection_Purpose | Material_Connection | Lessthan2Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 51 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Wetlands_Dependent |
| 52 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Wood_Extraction | Wetlands_Dependent |
| 53 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 54 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Forest_Dependent |
| 55 | Nature_Protection_Purpose | Material_Connection | Lessthan2Years_Long | Uncontrolled_Fires | Wetlands_Dependent |
| 56 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | NaN | Agriculture_Areas_Dependent |
| 57 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | NaN |
| 58 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 59 | NaN | Material_Connection | 7to8Years_Long | Uncontrolled_Fires,Land_Agriculture | Forest_Dependent |
| 60 | NaN | NaN | NaN | NaN | NaN |
| 61 | NaN | NaN | NaN | NaN | NaN |
| 62 | Source_Income_Purpose | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Wetlands_Dependent |
| 63 | Nature_Protection_Purpose | Other_Connection | 3to4Years_Long | Land_Agriculture | NaN |
| 64 | NaN | NaN | 3to4Years_Long | Uncontrolled_Fires | NaN |
| 65 | NaN | NaN | 3to4Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 66 | NaN | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Forest_Dependent |
| 67 | Source_Income_Purpose | Material_Connection | 3to4Years_Long | Wood_Extraction | Wetlands_Dependent |
| 68 | NaN | Material_Connection | 3to4Years_Long | NaN | Agriculture_Areas_Dependent |
| 69 | NaN | NaN | 3to4Years_Long | Land_Agriculture | Wetlands_Dependent |
| 70 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Forest_Dependent |
| 71 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 72 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Grazing | Agriculture_Areas_Dependent |
| 73 | NaN | NaN | NaN | NaN | NaN |
| 74 | NaN | Material_Connection | 5to6Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 75 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 76 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 77 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 78 | NaN | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | NaN |
| 79 | Source_Income_Purpose | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 80 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 81 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 82 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Forest_Dependent |
| 83 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Wetlands_Dependent |
| 84 | NaN | NaN | NaN | NaN | NaN |
| 85 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 86 | Nature_Protection_Purpose | Material_Connection | NaN | Wood_Extraction | Agriculture_Areas_Dependent |
| 87 | NaN | Material_Connection | 7to8Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 88 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 89 | Nature_Protection_Purpose | NaN | 5to6Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 90 | NaN | Material_Connection | 5to6Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 91 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 92 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Grazing | Agriculture_Areas_Dependent |
| 93 | Nature_Protection_Purpose | Experiential_Connection | 5to6Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 94 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | NaN | Forest_Dependent |
| 95 | Nature_Protection_Purpose | Material_Connection | 7to8Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 96 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 97 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 98 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 99 | NaN | NaN | NaN | NaN | NaN |
| 100 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Land_Agriculture | Wetlands_Dependent,Forest_Dependent |
| 101 | NaN | Material_Connection | NaN | Land_Agriculture | Agriculture_Areas_Dependent |
| 102 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Land_Agriculture | Forest_Dependent |
| 103 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Land_Agriculture | Wetlands_Dependent,Forest_Dependent |
| 104 | NaN | Material_Connection | 5to6Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 105 | NaN | NaN | 5to6Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 106 | NaN | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 107 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Wetlands_Dependent |
| 108 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 109 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 110 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | NaN | Agriculture_Areas_Dependent |
| 111 | NaN | Experiential_Connection,Material_Connection | 5to6Years_Long | NaN | NaN |
| 112 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Wetlands_Dependent |
| 113 | NaN | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Wetlands_Dependent |
| 114 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 115 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 116 | NaN | NaN | NaN | NaN | NaN |
| 117 | NaN | Material_Connection | 5to6Years_Long | Land_Agriculture | Agriculture_Areas_Dependent |
| 118 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 119 | Nature_Protection_Purpose | Material_Connection | Greaterthan9Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 120 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 121 | Source_Income_Purpose | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 122 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 123 | Source_Income_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 124 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 125 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 126 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | NaN | Agriculture_Areas_Dependent |
| 127 | Nature_Protection_Purpose | Material_Connection | 7to8Years_Long | Other | Agriculture_Areas_Dependent |
| 128 | NaN | Material_Connection | 5to6Years_Long | Land_Agriculture | Wetlands_Dependent |
| 129 | Nature_Protection_Purpose | Material_Connection | 7to8Years_Long | Land_Agriculture | Wetlands_Dependent |
| 130 | NaN | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 131 | Nature_Protection_Purpose | Material_Connection | 7to8Years_Long | Uncontrolled_Fires | Wetlands_Dependent |
| 132 | Nature_Protection_Purpose | Material_Connection | Greaterthan9Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 133 | NaN | Material_Connection | 7to8Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 134 | Nature_Protection_Purpose | Material_Connection | Greaterthan9Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 135 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 136 | NaN | Material_Connection | 5to6Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 137 | Nature_Protection_Purpose | Material_Connection | 7to8Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 138 | Source_Income_Purpose | Material_Connection | 5to6Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 139 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 140 | Nature_Protection_Purpose | Material_Connection | 5to6Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 141 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Wood_Extraction | Wetlands_Dependent |
| 142 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 143 | Source_Income_Purpose | Material_Connection | Greaterthan9Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 144 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 145 | NaN | NaN | NaN | NaN | NaN |
| 146 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 147 | NaN | Material_Connection | 3to4Years_Long | Wood_Extraction | Agriculture_Areas_Dependent |
| 148 | Nature_Protection_Purpose | Material_Connection | 3to4Years_Long | Uncontrolled_Fires | Agriculture_Areas_Dependent |
| 149 | Nature_Protection_Purpose | Material_Connection | Greaterthan9Years_Long | Uncontrolled_Fires | Wetlands_Dependent |
8.1 The Purpose of Landscape to People¶
In [198]:
PL = df4['Purpose_Landscape'].value_counts(dropna=False)
PL_P = (df4['Purpose_Landscape'].value_counts(normalize=True, dropna=False).round(2))
In [199]:
PL_P
Out[199]:
Purpose_Landscape Nature_Protection_Purpose 0.62 NaN 0.22 Source_Income_Purpose 0.11 Nature_Protection_Purpose,Other_Purpose 0.01 Nature_Protection_Purpose,Ancestral_Shrines_Purpose 0.01 Source_Income_Purpose,Nature_Protection_Purpose 0.01 Nature_Protection_Purpose,Source_Income_Purpose 0.01 Source_Income_Purpose,Other_Purpose 0.01 No_Idea_Purpose 0.01 Other_Purpose 0.01 Name: proportion, dtype: float64
In [200]:
df_PL = pd.DataFrame(PL)
In [201]:
df_PL
Out[201]:
| count | |
|---|---|
| Purpose_Landscape | |
| Nature_Protection_Purpose | 93 |
| NaN | 33 |
| Source_Income_Purpose | 16 |
| Nature_Protection_Purpose,Other_Purpose | 2 |
| Nature_Protection_Purpose,Ancestral_Shrines_Purpose | 1 |
| Source_Income_Purpose,Nature_Protection_Purpose | 1 |
| Nature_Protection_Purpose,Source_Income_Purpose | 1 |
| Source_Income_Purpose,Other_Purpose | 1 |
| No_Idea_Purpose | 1 |
| Other_Purpose | 1 |
In [202]:
ax = sns.countplot(df4["Purpose_Landscape"])
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
ax.set_title("Figure 3: Number of Responses on the Purpose of the Landscape", fontsize=14)
plt.show()
8.2 The Connection of Nature to People¶
In [203]:
CN = df4['Connection_Nature'].value_counts(dropna=False)
CN_P = (df4['Connection_Nature'].value_counts(normalize=True, dropna=False).round(2))
In [204]:
CN_P
Out[204]:
Connection_Nature Material_Connection 0.82 NaN 0.09 Other_Connection 0.04 Experiential_Connection 0.01 Philosophical_Connection,Psychological_Connection 0.01 Psychological_Connection,Material_Connection 0.01 Psychological_Connection 0.01 Philosophical_Connection 0.01 Experiential_Connection,Material_Connection 0.01 Name: proportion, dtype: float64
In [205]:
df_CN = pd.DataFrame(CN)
In [206]:
df_CN
Out[206]:
| count | |
|---|---|
| Connection_Nature | |
| Material_Connection | 123 |
| NaN | 13 |
| Other_Connection | 6 |
| Experiential_Connection | 2 |
| Philosophical_Connection,Psychological_Connection | 2 |
| Psychological_Connection,Material_Connection | 1 |
| Psychological_Connection | 1 |
| Philosophical_Connection | 1 |
| Experiential_Connection,Material_Connection | 1 |
In [207]:
ax = sns.countplot(df4["Connection_Nature"])
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
ax.set_title("Figure 4: The Number of Responses to Connection to Nature", fontsize=14)
plt.show()
In [208]:
agreement_levels = ["Material_Connection", "Other_Connection"]
CN_R = df2[df2["Connection_Nature"].isin(agreement_levels)]
CN_R1 = CN_R.drop(CN_R.columns[[0,1,2,3,4,6,7,8,9,10,11,12,13,14,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
CN_R1grouped = CN_R1.groupby('Name_Main_Project')['Connection_Nature']
CN_R1
Out[208]:
| Name_Main_Project | Connection_Nature | Connection_Nature_Reasons | |
|---|---|---|---|
| 3 | TRALARD_LNM | Material_Connection | To use some of them for income |
| 6 | TRALARD_LNM | Material_Connection | They are a source of income and for the future generation to see them |
| 7 | TRALARD_LNM | Material_Connection | Source of income |
| 8 | TRALARD_LNM | Material_Connection | It is a source of income |
| 10 | TRALARD_LNM | Material_Connection | Thats were we get income as well as for example cattle we use it for cultivating |
| 11 | TRALARD_LNM | Material_Connection | The game parks help us as a source of income in form of meat from animals and tree it is were rains can come from if they are protected |
| 12 | TRALARD_LNM | Other_Connection | There is need to keep the fish for instance fish in the ponds so that they do not get extinct |
| 13 | TRALARD_LNM | Material_Connection | Because we are the ones who look after them on a daily basis |
| 14 | TRALARD_LNM | Material_Connection | It is a source of livelihood |
| 15 | TRALARD_LNM | Other_Connection | There is need to protect nature for instance cutting down trees along the river, will lead it to drying and destruction of animals or biodiversity in the river |
| 16 | TRALARD_LNM | Material_Connection | No answer |
| 17 | TRALARD_LNM | Other_Connection | For the purpose of future to meet their needs |
| 18 | TRALARD_LNM | Material_Connection | They are a source of income |
| 19 | TRALARD_LNM | Material_Connection | The trees help us in bring rainfall |
| 20 | TRALARD_LNM | Material_Connection | Source of income |
| 21 | TRALARD_LNM | Material_Connection | We harvest at the right time to prevent or to management the natural resources properly |
| 22 | TRALARD_LNM | Material_Connection | Through taking care of them |
| 23 | EbA_CENTRAL_MUCHINGA_LUAPULA | Material_Connection | Source of income |
| 24 | TRALARD_LNM | Material_Connection | Source of income |
| 25 | TRALARD_LNM | Material_Connection | They bring development such as tourism |
| 26 | TRALARD_LNM | Material_Connection | For income |
| 27 | TRALARD_LNM | Material_Connection | The natural resources like trees give shade, medicine and we also get fresh air |
| 28 | TRALARD_LNM | Material_Connection | Like water is the source of life while trees are source of fresh water |
| 29 | EbA_CENTRAL_MUCHINGA_LUAPULA | Material_Connection | NaN |
| 30 | EbA_CENTRAL_MUCHINGA_LUAPULA | Material_Connection | NaN |
| 31 | TRALARD_LNM | Material_Connection | They are source of income |
| 32 | TRALARD_LNM | Material_Connection | NaN |
| 33 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | They are a source of income |
| 34 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Other_Connection | The ZAWA Officers are the ones connected to them because they look after them |
| 35 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 36 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 37 | TRALARD_LNM | Material_Connection | They are a source of income through tourism |
| 38 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 39 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 40 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | No answer |
| 41 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | They help us in being a source of food as well as water |
| 42 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Other_Connection | Where trees are protected it leads to rainfall in the area |
| 43 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | They are a source of livelihood |
| 44 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 45 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | Somehow but more to protect them |
| 46 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | They help in a lot of things such as the air we breath |
| 47 | TRALARD_LNM | Material_Connection | They protect us for instance trees protect from wind and they bring fresh air as well as prevent rivers from drying |
| 49 | TRALARD_LNM | Material_Connection | NaN |
| 50 | TRALARD_LNM | Material_Connection | NaN |
| 51 | TRALARD_LNM | Material_Connection | NaN |
| 52 | TRALARD_LNM | Material_Connection | NaN |
| 53 | TRALARD_LNM | Material_Connection | NaN |
| 54 | TRALARD_LNM | Material_Connection | NaN |
| 55 | TRALARD_LNM | Material_Connection | NaN |
| 56 | Ecosystem Conservation_NORTH_WESTERN | Material_Connection | Thats where we get honey from the bees hive for us to have a lot of money |
| 57 | Ecosystem Conservation_NORTH_WESTERN | Material_Connection | NaN |
| 58 | Ecosystem Conservation_NORTH_WESTERN | Material_Connection | NaN |
| 59 | Ecosystem Conservation_NORTH_WESTERN | Material_Connection | NaN |
| 62 | Ecosystem Conservation_NORTH_WESTERN | Material_Connection | Thats where we get free air and traditional medicine and most of our livelihood depend on the natural resources |
| 63 | Ecosystem Conservation_NORTH_WESTERN | Other_Connection | NaN |
| 66 | Ecosystem Conservation_NORTH_WESTERN | Material_Connection | NaN |
| 67 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | For instance , fish that is caught brings income or source of food as well as trees bring rainfall indirectly |
| 68 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 70 | SCRiKA_LS | Material_Connection | NaN |
| 71 | SCRiKA_LS | Material_Connection | NaN |
| 72 | SCRiKA_LS | Material_Connection | NaN |
| 74 | SCRiKA_LS | Material_Connection | NaN |
| 75 | SCRiKA_LS | Material_Connection | NaN |
| 76 | SCRiKA_LS | Material_Connection | NaN |
| 77 | SCRiKA_LS | Material_Connection | NaN |
| 78 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 79 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 80 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 81 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 82 | SCRiKA_LS | Material_Connection | NaN |
| 83 | SCRiKA_LS | Material_Connection | NaN |
| 85 | SCRiKA_LS | Material_Connection | NaN |
| 86 | SCRiKA_LS | Material_Connection | NaN |
| 87 | SCRiKA_LS | Material_Connection | NaN |
| 88 | SCRiKA_LS | Material_Connection | NaN |
| 90 | SCRiKA_LS | Material_Connection | NaN |
| 91 | SCRiKA_LS | Material_Connection | NaN |
| 92 | SCRiKA_LS | Material_Connection | NaN |
| 94 | SCRiKA_LS | Material_Connection | NaN |
| 95 | SCRiKA_LS | Material_Connection | NaN |
| 96 | SCRiKA_LS | Material_Connection | NaN |
| 97 | SCRiKA_LS | Material_Connection | NaN |
| 98 | SCRiKA_LS | Material_Connection | NaN |
| 100 | SCRiKA_LS | Material_Connection | NaN |
| 101 | SCRiKA_LS | Material_Connection | NaN |
| 102 | SCRiKA_LS | Material_Connection | NaN |
| 103 | SCRiKA_LS | Material_Connection | NaN |
| 104 | SCRiKA_LS | Material_Connection | NaN |
| 106 | SCRiKA_LS | Material_Connection | NaN |
| 107 | SCRiKA_LS | Material_Connection | NaN |
| 108 | SCRiKA_LS | Material_Connection | NaN |
| 109 | SCRiKA_LS | Material_Connection | NaN |
| 110 | SCRiKA_LS | Material_Connection | NaN |
| 112 | SCRiKA_LS | Material_Connection | NaN |
| 113 | SCRiKA_LS | Material_Connection | NaN |
| 114 | SCRiKA_LS | Material_Connection | NaN |
| 115 | SCRiKA_LS | Material_Connection | NaN |
| 117 | SCRiKA_LS | Material_Connection | NaN |
| 118 | SCRiKA_LS | Material_Connection | NaN |
| 119 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 120 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 121 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | |
| 122 | SCReBS_WESTERN | Material_Connection | NaN |
| 123 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 124 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 125 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 126 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 127 | SCReBS_WESTERN | Material_Connection | NaN |
| 128 | SCReBS_WESTERN | Material_Connection | NaN |
| 129 | SCReBS_WESTERN | Material_Connection | NaN |
| 130 | SCReBS_WESTERN | Material_Connection | NaN |
| 131 | SCReBS_WESTERN | Material_Connection | NaN |
| 132 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 133 | SCReBS_WESTERN | Material_Connection | NaN |
| 134 | SCReBS_WESTERN | Material_Connection | NaN |
| 135 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 136 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Material_Connection | NaN |
| 137 | SCReBS_WESTERN | Material_Connection | NaN |
| 138 | SCReBS_WESTERN | Material_Connection | NaN |
| 139 | SCReBS_WESTERN | Material_Connection | NaN |
| 140 | SCReBS_WESTERN | Material_Connection | NaN |
| 141 | SCReBS_WESTERN | Material_Connection | NaN |
| 142 | PIN_WESTERN | Material_Connection | NaN |
| 143 | SCReBS_WESTERN | Material_Connection | NaN |
| 144 | PIN_WESTERN | Material_Connection | NaN |
| 146 | PIN_WESTERN | Material_Connection | NaN |
| 147 | PIN_WESTERN | Material_Connection | NaN |
| 148 | PIN_WESTERN | Material_Connection | NaN |
| 149 | SCReBS_WESTERN | Material_Connection | NaN |
In [209]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CN_R1.iterrows():
CN_R1_filter_sentence = []
CN_R1_sentence = row["Connection_Nature_Reasons"]
if pd.isnull(CN_R1_sentence):
continue
CN_R1_sentence_cleaned = re.sub(r'[^\w\s]','',CN_R1_sentence)
CN_R1_words = nltk.word_tokenize(CN_R1_sentence_cleaned)
CN_R1_words = [lemmatizer.lemmatize(w) for w in CN_R1_words if w.lower() not in stop_words]
CN_R1_filter_sentence.extend(CN_R1_words)
print(CN_R1_filter_sentence)
['use', 'income'] ['source', 'income', 'future', 'generation', 'see'] ['Source', 'income'] ['source', 'income'] ['Thats', 'get', 'income', 'well', 'example', 'cattle', 'use', 'cultivating'] ['game', 'park', 'help', 'u', 'source', 'income', 'form', 'meat', 'animal', 'tree', 'rain', 'come', 'protected'] ['need', 'keep', 'fish', 'instance', 'fish', 'pond', 'get', 'extinct'] ['one', 'look', 'daily', 'basis'] ['source', 'livelihood'] ['need', 'protect', 'nature', 'instance', 'cutting', 'tree', 'along', 'river', 'lead', 'drying', 'destruction', 'animal', 'biodiversity', 'river'] ['answer'] ['purpose', 'future', 'meet', 'need'] ['source', 'income'] ['tree', 'help', 'u', 'bring', 'rainfall'] ['Source', 'income'] ['harvest', 'right', 'time', 'prevent', 'management', 'natural', 'resource', 'properly'] ['taking', 'care'] ['Source', 'income'] ['Source', 'income'] ['bring', 'development', 'tourism'] ['income'] ['natural', 'resource', 'like', 'tree', 'give', 'shade', 'medicine', 'also', 'get', 'fresh', 'air'] ['Like', 'water', 'source', 'life', 'tree', 'source', 'fresh', 'water'] ['source', 'income'] ['source', 'income'] ['ZAWA', 'Officers', 'one', 'connected', 'look'] ['source', 'income', 'tourism'] ['answer'] ['help', 'u', 'source', 'food', 'well', 'water'] ['tree', 'protected', 'lead', 'rainfall', 'area'] ['source', 'livelihood'] ['Somehow', 'protect'] ['help', 'lot', 'thing', 'air', 'breath'] ['protect', 'u', 'instance', 'tree', 'protect', 'wind', 'bring', 'fresh', 'air', 'well', 'prevent', 'river', 'drying'] ['Thats', 'get', 'honey', 'bee', 'hive', 'u', 'lot', 'money'] ['Thats', 'get', 'free', 'air', 'traditional', 'medicine', 'livelihood', 'depend', 'natural', 'resource'] ['instance', 'fish', 'caught', 'brings', 'income', 'source', 'food', 'well', 'tree', 'bring', 'rainfall', 'indirectly'] []
In [210]:
CN_R1["Connection_Nature_Reasons"] = CN_R1["Connection_Nature_Reasons"].fillna("")
CN_R1["Connection_Nature_Reasons"] = CN_R1["Connection_Nature_Reasons"].astype(str)
CN_R1_Text = " ".join(CN_R1["Connection_Nature_Reasons"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CN_R1_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Connection Nature", loc="left", fontsize=20, pad=20)
plt.axis("off")
plt.show()
8.3 The Length of Existence of the Livelihood Project¶
In [211]:
RY_grouped = df2.groupby('Name_Main_Project')['Range_Years'].value_counts(dropna=False)
In [212]:
RY_grouped
Out[212]:
Name_Main_Project Range_Years
EbA_CENTRAL_MUCHINGA_LUAPULA 3to4Years_Long 2
NaN 1
Ecosystem Conservation_NORTH_WESTERN 3to4Years_Long 8
NaN 2
7to8Years_Long 1
PIN_WESTERN 3to4Years_Long 5
NaN 1
SCRALA_SOUTHERN_WESTERN_NORTHEN 3to4Years_Long 12
5to6Years_Long 9
Lessthan2Years_Long 6
Greaterthan9Years_Long 2
7to8Years_Long 1
SCReBS_WESTERN 5to6Years_Long 5
7to8Years_Long 5
Greaterthan9Years_Long 3
3to4Years_Long 2
SCRiKA_LS 5to6Years_Long 31
3to4Years_Long 6
NaN 5
7to8Years_Long 2
TRALARD_LNM 3to4Years_Long 28
5to6Years_Long 5
Lessthan2Years_Long 3
Greaterthan9Years_Long 2
NaN 2
Name: count, dtype: int64
In [213]:
RY_grouped1 = pd.DataFrame(RY_grouped)
In [214]:
RY_grouped1
Out[214]:
| count | ||
|---|---|---|
| Name_Main_Project | Range_Years | |
| EbA_CENTRAL_MUCHINGA_LUAPULA | 3to4Years_Long | 2 |
| NaN | 1 | |
| Ecosystem Conservation_NORTH_WESTERN | 3to4Years_Long | 8 |
| NaN | 2 | |
| 7to8Years_Long | 1 | |
| PIN_WESTERN | 3to4Years_Long | 5 |
| NaN | 1 | |
| SCRALA_SOUTHERN_WESTERN_NORTHEN | 3to4Years_Long | 12 |
| 5to6Years_Long | 9 | |
| Lessthan2Years_Long | 6 | |
| Greaterthan9Years_Long | 2 | |
| 7to8Years_Long | 1 | |
| SCReBS_WESTERN | 5to6Years_Long | 5 |
| 7to8Years_Long | 5 | |
| Greaterthan9Years_Long | 3 | |
| 3to4Years_Long | 2 | |
| SCRiKA_LS | 5to6Years_Long | 31 |
| 3to4Years_Long | 6 | |
| NaN | 5 | |
| 7to8Years_Long | 2 | |
| TRALARD_LNM | 3to4Years_Long | 28 |
| 5to6Years_Long | 5 | |
| Lessthan2Years_Long | 3 | |
| Greaterthan9Years_Long | 2 | |
| NaN | 2 |
In [215]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Lessthan2Years_Long", "3to4Years_Long", "5to6Years_Long", "7to8Years_Long", "Greaterthan9Years_Long", "NaN"]
ax = sns.barplot(data = RY_grouped1, x="count", y="Name_Main_Project", hue="Range_Years", hue_order=hue_order, legend=True)
ax.set_title("Figure 5b: The Number of Livelihood Projects in a Particular Range of Year", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
In [216]:
LP = df4['Range_Years'].value_counts(dropna=False)
LP_P = (df4['Range_Years'].value_counts(normalize=True, dropna=False).round(2))
In [217]:
LP_P
Out[217]:
Range_Years 3to4Years_Long 0.42 5to6Years_Long 0.33 NaN 0.08 Lessthan2Years_Long 0.06 7to8Years_Long 0.06 Greaterthan9Years_Long 0.05 Name: proportion, dtype: float64
In [218]:
df_LP = pd.DataFrame(LP)
In [219]:
df_LP
Out[219]:
| count | |
|---|---|
| Range_Years | |
| 3to4Years_Long | 63 |
| 5to6Years_Long | 50 |
| NaN | 12 |
| Lessthan2Years_Long | 9 |
| 7to8Years_Long | 9 |
| Greaterthan9Years_Long | 7 |
In [220]:
ax = sns.countplot(df4["Range_Years"])
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
ax.set_title("Figure 5b: The Number of Livelihood Projects in a Particular Range of Year", fontsize=14)
plt.show()
8.4 Major Contributor to Landscape Transformation¶
In [221]:
CLT_grouped = df2.groupby('Name_Main_Project')['Contributor_Landscape_Transformation'].value_counts(dropna=False)
In [222]:
CLT_grouped
Out[222]:
Name_Main_Project Contributor_Landscape_Transformation
EbA_CENTRAL_MUCHINGA_LUAPULA Land_Agriculture 3
Ecosystem Conservation_NORTH_WESTERN Land_Agriculture 3
Uncontrolled_Fires 3
NaN 3
Uncontrolled_Fires,Land_Agriculture 1
Wood_Extraction 1
PIN_WESTERN Uncontrolled_Fires 3
Wood_Extraction 2
NaN 1
SCRALA_SOUTHERN_WESTERN_NORTHEN Uncontrolled_Fires 19
Wood_Extraction 7
Land_Agriculture 2
NaN 2
SCReBS_WESTERN Uncontrolled_Fires 7
Wood_Extraction 5
Land_Agriculture 2
Other 1
SCRiKA_LS Uncontrolled_Fires 13
Land_Agriculture 12
Wood_Extraction 11
NaN 6
Uncontrolled_Grazing 2
TRALARD_LNM Land_Agriculture 22
Wood_Extraction 13
Uncontrolled_Fires 4
NaN 1
Name: count, dtype: int64
In [223]:
CLT_grouped1 = pd.DataFrame(CLT_grouped)
In [224]:
CLT_grouped1
Out[224]:
| count | ||
|---|---|---|
| Name_Main_Project | Contributor_Landscape_Transformation | |
| EbA_CENTRAL_MUCHINGA_LUAPULA | Land_Agriculture | 3 |
| Ecosystem Conservation_NORTH_WESTERN | Land_Agriculture | 3 |
| Uncontrolled_Fires | 3 | |
| NaN | 3 | |
| Uncontrolled_Fires,Land_Agriculture | 1 | |
| Wood_Extraction | 1 | |
| PIN_WESTERN | Uncontrolled_Fires | 3 |
| Wood_Extraction | 2 | |
| NaN | 1 | |
| SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | 19 |
| Wood_Extraction | 7 | |
| Land_Agriculture | 2 | |
| NaN | 2 | |
| SCReBS_WESTERN | Uncontrolled_Fires | 7 |
| Wood_Extraction | 5 | |
| Land_Agriculture | 2 | |
| Other | 1 | |
| SCRiKA_LS | Uncontrolled_Fires | 13 |
| Land_Agriculture | 12 | |
| Wood_Extraction | 11 | |
| NaN | 6 | |
| Uncontrolled_Grazing | 2 | |
| TRALARD_LNM | Land_Agriculture | 22 |
| Wood_Extraction | 13 | |
| Uncontrolled_Fires | 4 | |
| NaN | 1 |
In [225]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Land_Agriculture", "Wood_Extraction", "Uncontrolled_Fires", "Uncontrolled_Grazing ", "Other", "NaN"]
ax = sns.barplot(data = CLT_grouped1, x="count", y="Name_Main_Project", hue="Contributor_Landscape_Transformation", hue_order=hue_order, legend=True)
ax.set_title("Figure 6a: Major Contributor to Landscape Transformation", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
In [226]:
CLT = df4['Contributor_Landscape_Transformation'].value_counts(dropna=False)
CLT_P = (df4['Contributor_Landscape_Transformation'].value_counts(normalize=True, dropna=False).round(2))
In [227]:
CLT_P
Out[227]:
Contributor_Landscape_Transformation Uncontrolled_Fires 0.33 Land_Agriculture 0.29 Wood_Extraction 0.26 NaN 0.09 Uncontrolled_Grazing 0.01 Uncontrolled_Fires,Land_Agriculture 0.01 Other 0.01 Name: proportion, dtype: float64
In [228]:
df_CLT = pd.DataFrame(CLT)
In [229]:
df_CLT
Out[229]:
| count | |
|---|---|
| Contributor_Landscape_Transformation | |
| Uncontrolled_Fires | 49 |
| Land_Agriculture | 44 |
| Wood_Extraction | 39 |
| NaN | 14 |
| Uncontrolled_Grazing | 2 |
| Uncontrolled_Fires,Land_Agriculture | 1 |
| Other | 1 |
In [230]:
ax = sns.countplot(df4["Contributor_Landscape_Transformation"])
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
ax.set_title("Figure 6b: Major Contributor to Landscape Transformation", fontsize=14)
plt.show()
In [231]:
agreement_levels = ["Wood_Extration", "Land_Agriculture","Uncontrolled_Fires"]
CLT_R = df2[df2["Contributor_Landscape_Transformation"].isin(agreement_levels)]
CLT_R1 = CN_R.drop(CLT_R.columns[[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,29,30,31,32,33,34]], axis = 1)
CLT_R1grouped = CLT_R1.groupby('Name_Main_Project')['Contributor_Landscape_Transformation']
CLT_R1
Out[231]:
| Name_Main_Project | Contributor_Landscape_Transformation | Contributor_Landscape_Transformation_Reasons | |
|---|---|---|---|
| 3 | TRALARD_LNM | Land_Agriculture | Because it requires a huge land than the others like making charcoal |
| 6 | TRALARD_LNM | Wood_Extraction | The burning of charcoal give smoke that destroys the ozone layer as well as it brings acidic rains |
| 7 | TRALARD_LNM | Land_Agriculture | There are agriculture activities for food |
| 8 | TRALARD_LNM | Wood_Extraction | There is no electricity thus a huge demand for energy |
| 10 | TRALARD_LNM | Wood_Extraction | The charcoal purposes is bad because the land is left bare unlike for agriculture cutting which is replaced with other plants |
| 11 | TRALARD_LNM | Land_Agriculture | The cultivation of cassava requires always barren land that has never been cultivated before for it to grow well but if other crops such as beans, vegetables maize can reduce deforestation |
| 12 | TRALARD_LNM | Uncontrolled_Fires | They burn down the trees that were about to shoot up |
| 13 | TRALARD_LNM | Land_Agriculture | Chitemene system for cultivation leads to deforestation than the others |
| 14 | TRALARD_LNM | Land_Agriculture | It is a source of food for most people in the area |
| 15 | TRALARD_LNM | Land_Agriculture | Thats were we get our livelihoods |
| 16 | TRALARD_LNM | Wood_Extraction | It is the source of income |
| 17 | TRALARD_LNM | Land_Agriculture | Some times we cut trees even where we do not want to cultivate as well as burining kills animals that are necesary for making the soil fertile |
| 18 | TRALARD_LNM | Uncontrolled_Fires | Buring can destroy the products or crops that are in the soil |
| 19 | TRALARD_LNM | Wood_Extraction | The cutting down of treed can change the landscape |
| 20 | TRALARD_LNM | Wood_Extraction | NaN |
| 21 | TRALARD_LNM | Wood_Extraction | The cutting down of tress destroys much because there is no regrowth |
| 22 | TRALARD_LNM | Wood_Extraction | For us to have income a huge area of trees has to be cut down |
| 23 | EbA_CENTRAL_MUCHINGA_LUAPULA | Land_Agriculture | There are commercial agriculture activities that clear huge chucks of lands |
| 24 | TRALARD_LNM | Land_Agriculture | Source of income |
| 25 | TRALARD_LNM | Land_Agriculture | For forming og food crops |
| 26 | TRALARD_LNM | Land_Agriculture | That is the source of income |
| 27 | TRALARD_LNM | Land_Agriculture | There are people who plant huge areas of land for a livelihood |
| 28 | TRALARD_LNM | Wood_Extraction | The animals will not have food as well as the trees would dry |
| 29 | EbA_CENTRAL_MUCHINGA_LUAPULA | Land_Agriculture | For income and food crops |
| 30 | EbA_CENTRAL_MUCHINGA_LUAPULA | Land_Agriculture | For farming activities which brings income |
| 31 | TRALARD_LNM | Land_Agriculture | The soil gets degraded and we movebto another portion of land |
| 32 | TRALARD_LNM | Land_Agriculture | It is a source of income |
| 33 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | Some people burn the agriculture area because they are looking for rats. In addition, they burn food crops due to search of rats |
| 34 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Wood_Extraction | The cutting down of trees destroy or change the landscape because it is for a livelihood |
| 35 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | The trees have challenges in growung up if they are burned |
| 36 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Wood_Extraction | The people who are cutting tree for charcoal destroy them such it is difficult for regeneration |
| 37 | TRALARD_LNM | Land_Agriculture | Source of income |
| 38 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | The trees dry when they are burnt |
| 39 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | The fires cause a lot of damage to biodiversity as well as plants |
| 40 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | The trees get burn reducing regeneration as well as the fertility of the soil |
| 41 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | The trees get destroyed when they are burnt and it is difficult for them to regenerate |
| 42 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Wood_Extraction | The cutting of trees for charcoal prevents regeneration |
| 43 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Wood_Extraction | The cutting trees for charcoal requires a huge land as compared to a farm which will be only one partition of land |
| 44 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | The small biodiversity are destroyed by fire |
| 45 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | Burning destroys the trees |
| 46 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | The fire burns the trees and it leads them to dry |
| 47 | TRALARD_LNM | Land_Agriculture | The people cutting huge chucks of land for cultivation of crops |
| 49 | TRALARD_LNM | Uncontrolled_Fires | When burning there are a lot of things like snakes, houses and other important biodiversity that are destroyed |
| 50 | TRALARD_LNM | Land_Agriculture | That is the source of livelihood |
| 51 | TRALARD_LNM | Land_Agriculture | Thats is the source of food crops |
| 52 | TRALARD_LNM | Wood_Extraction | Because people are just cutting the trees anyhow |
| 53 | TRALARD_LNM | Wood_Extraction | The cutting of trees for charcoal finishes trees than others |
| 54 | TRALARD_LNM | Land_Agriculture | NaN |
| 55 | TRALARD_LNM | Uncontrolled_Fires | The burning destroys the fertility of the soil |
| 56 | Ecosystem Conservation_NORTH_WESTERN | NaN | NaN |
| 57 | Ecosystem Conservation_NORTH_WESTERN | Land_Agriculture | That the reason we were told to start doing conservation farming which entails farming in the same locality |
| 58 | Ecosystem Conservation_NORTH_WESTERN | Wood_Extraction | Chitemene systems and burning have been disallowed |
| 59 | Ecosystem Conservation_NORTH_WESTERN | Uncontrolled_Fires,Land_Agriculture | It is the main purpose we do for our livelihood |
| 62 | Ecosystem Conservation_NORTH_WESTERN | Uncontrolled_Fires | The fire destroys a lot of things such as the air we breathe, the soil fertility, small animals and plants |
| 63 | Ecosystem Conservation_NORTH_WESTERN | Land_Agriculture | The land cultivated is done on a big land that transforms the landscapes |
| 66 | Ecosystem Conservation_NORTH_WESTERN | Uncontrolled_Fires | The fire destroys the flowers for the production of honey which is reduced |
| 67 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Wood_Extraction | The people that make charcoal cut down trees that are fresh and they cut a huge area |
| 68 | SCRALA_SOUTHERN_WESTERN_NORTHEN | NaN | NaN |
| 70 | SCRiKA_LS | Uncontrolled_Fires | It destroys a lot of biodiversity such as eggs of birds and snakes |
| 71 | SCRiKA_LS | Wood_Extraction | Their livelihood depends on the activities of charcoal burning |
| 72 | SCRiKA_LS | Uncontrolled_Grazing | The animals are always grazing through the vegetation and there is no room given to plants to sprout out |
| 74 | SCRiKA_LS | Wood_Extraction | When the trees are cut for charcoal, the stem dies and no replacement for it |
| 75 | SCRiKA_LS | Uncontrolled_Fires | Fire destroys everything than the others because even the biodiversity get killed |
| 76 | SCRiKA_LS | Uncontrolled_Fires | The fires cuts across a huge area and kills everything on it way |
| 77 | SCRiKA_LS | Land_Agriculture | Most of the land is used for agriculture purposes and cutting is done at a large scale |
| 78 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | NaN |
| 79 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | Burning destroys life and everything in it |
| 80 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | The fire destroys almost everything |
| 81 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Land_Agriculture | It causes soil erossion |
| 82 | SCRiKA_LS | Land_Agriculture | The agriculture activities is about uprooting the tree thus distruction of the environment |
| 83 | SCRiKA_LS | Uncontrolled_Fires | The burning covers a huge area and kills all the biodiversity on it ways |
| 85 | SCRiKA_LS | Wood_Extraction | The making of charcoal mainly focuses on big trees that make a desert in the area |
| 86 | SCRiKA_LS | Wood_Extraction | It destroys the tree if everyone was to cutting trees for energy |
| 87 | SCRiKA_LS | Wood_Extraction | When trees are cut for charcoal it takes time to grow thus causing climate change and in turn affecting our main livelihood of agriculture |
| 88 | SCRiKA_LS | Land_Agriculture | NaN |
| 90 | SCRiKA_LS | Wood_Extraction | When you cut trees the rainfall will reduce that will lead to animals dying of thirst |
| 91 | SCRiKA_LS | Uncontrolled_Fires | There is no clear law that prevents people from being scared of burning the bush |
| 92 | SCRiKA_LS | Uncontrolled_Grazing | NaN |
| 94 | SCRiKA_LS | NaN | NaN |
| 95 | SCRiKA_LS | Land_Agriculture | The huge land is cleared for gardens |
| 96 | SCRiKA_LS | Wood_Extraction | It is a continuous process of cutting tree for charcoal thus it destroys the landscape |
| 97 | SCRiKA_LS | Wood_Extraction | The rainfall will reduce and there would be too much wind as well as climate change |
| 98 | SCRiKA_LS | Wood_Extraction | When the trees are reduced we are going to have a problem with the rainfall |
| 100 | SCRiKA_LS | Land_Agriculture | There are a lot of famers thus it is the major contributor |
| 101 | SCRiKA_LS | Land_Agriculture | NaN |
| 102 | SCRiKA_LS | Land_Agriculture | Source of livelihood such as crops |
| 103 | SCRiKA_LS | Land_Agriculture | NaN |
| 104 | SCRiKA_LS | Land_Agriculture | We are farmers |
| 106 | SCRiKA_LS | Uncontrolled_Fires | When you burn the bush it destroys both the tree and as well as the animals |
| 107 | SCRiKA_LS | Uncontrolled_Fires | The burning makes the trees dry as well as young animals get killed |
| 108 | SCRiKA_LS | Uncontrolled_Fires | The fire distroys almost everything even birds in the forest are destroyed |
| 109 | SCRiKA_LS | Uncontrolled_Fires | We are in a tradition of cultivation, if not we cannot survive as it is our tradition but burning destroys a lot of things hence a major contributor |
| 110 | SCRiKA_LS | NaN | NaN |
| 112 | SCRiKA_LS | Uncontrolled_Fires | The burning of the bush destroys the environment |
| 113 | SCRiKA_LS | Uncontrolled_Fires | The animals depend on grass thus if burnt the animals would die |
| 114 | SCRiKA_LS | Land_Agriculture | we depend on farming for our livelihood |
| 115 | SCRiKA_LS | Wood_Extraction | For charcoal, people burn big tree that destroys the habitat for animals |
| 117 | SCRiKA_LS | Land_Agriculture | NaN |
| 118 | SCRiKA_LS | Uncontrolled_Fires | Anyone who burns the bush would burn the forest because there are no fire guards to prevent the forest from being burnt |
| 119 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | If there is knowledge on how to protect the environment and people are doing things without any knowledge to protect the environment thus there is need to protect it |
| 120 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | The grass for grazing animals would be destroyed |
| 121 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | It destroys the food for the elephants on which it depends after it has been burnt |
| 122 | SCReBS_WESTERN | Uncontrolled_Fires | Fire destroys the habitat of animals |
| 123 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | The animals feed on the grass and when the grass is burnt the animals come into the community to disturb |
| 124 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | It burns the destroys the habitat of the animals |
| 125 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Wood_Extraction | Cutting down trees comes with it strong wind |
| 126 | SCRALA_SOUTHERN_WESTERN_NORTHEN | NaN | NaN |
| 127 | SCReBS_WESTERN | Other | NaN |
| 128 | SCReBS_WESTERN | Land_Agriculture | Thats is where our food comes from |
| 129 | SCReBS_WESTERN | Land_Agriculture | Cutting down trees to make garden""matema"" meaning the trees will not be replaced. |
| 130 | SCReBS_WESTERN | Uncontrolled_Fires | Fire burns everything in terms of life |
| 131 | SCReBS_WESTERN | Uncontrolled_Fires | The fire destroys the grazing grass for the animals |
| 132 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | People are always burning the bush without any control |
| 133 | SCReBS_WESTERN | Uncontrolled_Fires | It destroys all life |
| 134 | SCReBS_WESTERN | Uncontrolled_Fires | Fire burns the whole area |
| 135 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Uncontrolled_Fires | Burning kills at lot of things and biodiversity |
| 136 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Wood_Extraction | The trees cut are a lot thus it distructs a lot |
| 137 | SCReBS_WESTERN | Wood_Extraction | When the trees are cut, they do not grow again |
| 138 | SCReBS_WESTERN | Wood_Extraction | The cutting down tree brings drought |
| 139 | SCReBS_WESTERN | Wood_Extraction | The trees had been cut in our area and possing a treat of strong winds |
| 140 | SCReBS_WESTERN | Wood_Extraction | When it rains the water just flows due to lack of trees to block them |
| 141 | SCReBS_WESTERN | Wood_Extraction | It can lead to climate due lack of trees |
| 142 | PIN_WESTERN | Uncontrolled_Fires | The animals will not have where to graz thus make them move long distance to find pastures |
| 143 | SCReBS_WESTERN | Uncontrolled_Fires | The rainfall is back up by green vegetation thus when burnt there will be less rainfall |
| 144 | PIN_WESTERN | Uncontrolled_Fires | When the trees get burnt, they dry and thats the reason we have less rainfall |
| 146 | PIN_WESTERN | Wood_Extraction | They use Chitemene system of just cutting trees for charcoal |
| 147 | PIN_WESTERN | Wood_Extraction | The trees that are cut and made into charcoal, the trunks or stems do not grow |
| 148 | PIN_WESTERN | Uncontrolled_Fires | It destroys everything on its ways |
| 149 | SCReBS_WESTERN | Uncontrolled_Fires | It destroys everything on its path |
In [232]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CLT_R1.iterrows():
CLT_R1_filter_sentence = []
CLT_R1_sentence = row["Contributor_Landscape_Transformation_Reasons"]
if pd.isnull(CLT_R1_sentence):
continue
CLT_R1_sentence_cleaned = re.sub(r'[^\w\s]','',CLT_R1_sentence)
CLT_R1_words = nltk.word_tokenize(CLT_R1_sentence_cleaned)
CLT_R1_words = [lemmatizer.lemmatize(w) for w in CLT_R1_words if w.lower() not in stop_words]
CLT_R1_filter_sentence.extend(CLT_R1_words)
print(CLT_R1_filter_sentence)
['requires', 'huge', 'land', 'others', 'like', 'making', 'charcoal'] ['burning', 'charcoal', 'give', 'smoke', 'destroys', 'ozone', 'layer', 'well', 'brings', 'acidic', 'rain'] ['agriculture', 'activity', 'food'] ['electricity', 'thus', 'huge', 'demand', 'energy'] ['charcoal', 'purpose', 'bad', 'land', 'left', 'bare', 'unlike', 'agriculture', 'cutting', 'replaced', 'plant'] ['cultivation', 'cassava', 'requires', 'always', 'barren', 'land', 'never', 'cultivated', 'grow', 'well', 'crop', 'bean', 'vegetable', 'maize', 'reduce', 'deforestation'] ['burn', 'tree', 'shoot'] ['Chitemene', 'system', 'cultivation', 'lead', 'deforestation', 'others'] ['source', 'food', 'people', 'area'] ['Thats', 'get', 'livelihood'] ['source', 'income'] ['time', 'cut', 'tree', 'even', 'want', 'cultivate', 'well', 'burining', 'kill', 'animal', 'necesary', 'making', 'soil', 'fertile'] ['Buring', 'destroy', 'product', 'crop', 'soil'] ['cutting', 'treed', 'change', 'landscape'] ['cutting', 'tress', 'destroys', 'much', 'regrowth'] ['u', 'income', 'huge', 'area', 'tree', 'cut'] ['commercial', 'agriculture', 'activity', 'clear', 'huge', 'chuck', 'land'] ['Source', 'income'] ['forming', 'og', 'food', 'crop'] ['source', 'income'] ['people', 'plant', 'huge', 'area', 'land', 'livelihood'] ['animal', 'food', 'well', 'tree', 'would', 'dry'] ['income', 'food', 'crop'] ['farming', 'activity', 'brings', 'income'] ['soil', 'get', 'degraded', 'movebto', 'another', 'portion', 'land'] ['source', 'income'] ['people', 'burn', 'agriculture', 'area', 'looking', 'rat', 'addition', 'burn', 'food', 'crop', 'due', 'search', 'rat'] ['cutting', 'tree', 'destroy', 'change', 'landscape', 'livelihood'] ['tree', 'challenge', 'growung', 'burned'] ['people', 'cutting', 'tree', 'charcoal', 'destroy', 'difficult', 'regeneration'] ['Source', 'income'] ['tree', 'dry', 'burnt'] ['fire', 'cause', 'lot', 'damage', 'biodiversity', 'well', 'plant'] ['tree', 'get', 'burn', 'reducing', 'regeneration', 'well', 'fertility', 'soil'] ['tree', 'get', 'destroyed', 'burnt', 'difficult', 'regenerate'] ['cutting', 'tree', 'charcoal', 'prevents', 'regeneration'] ['cutting', 'tree', 'charcoal', 'requires', 'huge', 'land', 'compared', 'farm', 'one', 'partition', 'land'] ['small', 'biodiversity', 'destroyed', 'fire'] ['Burning', 'destroys', 'tree'] ['fire', 'burn', 'tree', 'lead', 'dry'] ['people', 'cutting', 'huge', 'chuck', 'land', 'cultivation', 'crop'] ['burning', 'lot', 'thing', 'like', 'snake', 'house', 'important', 'biodiversity', 'destroyed'] ['source', 'livelihood'] ['Thats', 'source', 'food', 'crop'] ['people', 'cutting', 'tree', 'anyhow'] ['cutting', 'tree', 'charcoal', 'finish', 'tree', 'others'] ['burning', 'destroys', 'fertility', 'soil'] ['reason', 'told', 'start', 'conservation', 'farming', 'entail', 'farming', 'locality'] ['Chitemene', 'system', 'burning', 'disallowed'] ['main', 'purpose', 'livelihood'] ['fire', 'destroys', 'lot', 'thing', 'air', 'breathe', 'soil', 'fertility', 'small', 'animal', 'plant'] ['land', 'cultivated', 'done', 'big', 'land', 'transforms', 'landscape'] ['fire', 'destroys', 'flower', 'production', 'honey', 'reduced'] ['people', 'make', 'charcoal', 'cut', 'tree', 'fresh', 'cut', 'huge', 'area'] ['destroys', 'lot', 'biodiversity', 'egg', 'bird', 'snake'] ['livelihood', 'depends', 'activity', 'charcoal', 'burning'] ['animal', 'always', 'grazing', 'vegetation', 'room', 'given', 'plant', 'sprout'] ['tree', 'cut', 'charcoal', 'stem', 'dy', 'replacement'] ['Fire', 'destroys', 'everything', 'others', 'even', 'biodiversity', 'get', 'killed'] ['fire', 'cut', 'across', 'huge', 'area', 'kill', 'everything', 'way'] ['land', 'used', 'agriculture', 'purpose', 'cutting', 'done', 'large', 'scale'] ['Burning', 'destroys', 'life', 'everything'] ['fire', 'destroys', 'almost', 'everything'] ['cause', 'soil', 'erossion'] ['agriculture', 'activity', 'uprooting', 'tree', 'thus', 'distruction', 'environment'] ['burning', 'cover', 'huge', 'area', 'kill', 'biodiversity', 'way'] ['making', 'charcoal', 'mainly', 'focus', 'big', 'tree', 'make', 'desert', 'area'] ['destroys', 'tree', 'everyone', 'cutting', 'tree', 'energy'] ['tree', 'cut', 'charcoal', 'take', 'time', 'grow', 'thus', 'causing', 'climate', 'change', 'turn', 'affecting', 'main', 'livelihood', 'agriculture'] ['cut', 'tree', 'rainfall', 'reduce', 'lead', 'animal', 'dying', 'thirst'] ['clear', 'law', 'prevents', 'people', 'scared', 'burning', 'bush'] ['huge', 'land', 'cleared', 'garden'] ['continuous', 'process', 'cutting', 'tree', 'charcoal', 'thus', 'destroys', 'landscape'] ['rainfall', 'reduce', 'would', 'much', 'wind', 'well', 'climate', 'change'] ['tree', 'reduced', 'going', 'problem', 'rainfall'] ['lot', 'famers', 'thus', 'major', 'contributor'] ['Source', 'livelihood', 'crop'] ['farmer'] ['burn', 'bush', 'destroys', 'tree', 'well', 'animal'] ['burning', 'make', 'tree', 'dry', 'well', 'young', 'animal', 'get', 'killed'] ['fire', 'distroys', 'almost', 'everything', 'even', 'bird', 'forest', 'destroyed'] ['tradition', 'cultivation', 'survive', 'tradition', 'burning', 'destroys', 'lot', 'thing', 'hence', 'major', 'contributor'] ['burning', 'bush', 'destroys', 'environment'] ['animal', 'depend', 'grass', 'thus', 'burnt', 'animal', 'would', 'die'] ['depend', 'farming', 'livelihood'] ['charcoal', 'people', 'burn', 'big', 'tree', 'destroys', 'habitat', 'animal'] ['Anyone', 'burn', 'bush', 'would', 'burn', 'forest', 'fire', 'guard', 'prevent', 'forest', 'burnt'] ['knowledge', 'protect', 'environment', 'people', 'thing', 'without', 'knowledge', 'protect', 'environment', 'thus', 'need', 'protect'] ['grass', 'grazing', 'animal', 'would', 'destroyed'] ['destroys', 'food', 'elephant', 'depends', 'burnt'] ['Fire', 'destroys', 'habitat', 'animal'] ['animal', 'feed', 'grass', 'grass', 'burnt', 'animal', 'come', 'community', 'disturb'] ['burn', 'destroys', 'habitat', 'animal'] ['Cutting', 'tree', 'come', 'strong', 'wind'] ['Thats', 'food', 'come'] ['Cutting', 'tree', 'make', 'gardenmatema', 'meaning', 'tree', 'replaced'] ['Fire', 'burn', 'everything', 'term', 'life'] ['fire', 'destroys', 'grazing', 'grass', 'animal'] ['People', 'always', 'burning', 'bush', 'without', 'control'] ['destroys', 'life'] ['Fire', 'burn', 'whole', 'area'] ['Burning', 'kill', 'lot', 'thing', 'biodiversity'] ['tree', 'cut', 'lot', 'thus', 'distructs', 'lot'] ['tree', 'cut', 'grow'] ['cutting', 'tree', 'brings', 'drought'] ['tree', 'cut', 'area', 'possing', 'treat', 'strong', 'wind'] ['rain', 'water', 'flow', 'due', 'lack', 'tree', 'block'] ['lead', 'climate', 'due', 'lack', 'tree'] ['animal', 'graz', 'thus', 'make', 'move', 'long', 'distance', 'find', 'pasture'] ['rainfall', 'back', 'green', 'vegetation', 'thus', 'burnt', 'less', 'rainfall'] ['tree', 'get', 'burnt', 'dry', 'thats', 'reason', 'less', 'rainfall'] ['use', 'Chitemene', 'system', 'cutting', 'tree', 'charcoal'] ['tree', 'cut', 'made', 'charcoal', 'trunk', 'stem', 'grow'] ['destroys', 'everything', 'way'] ['destroys', 'everything', 'path']
In [233]:
CLT_R1["Contributor_Landscape_Transformation_Reasons"] = CLT_R1["Contributor_Landscape_Transformation_Reasons"].fillna("")
CLT_R1["Contributor_Landscape_Transformation_Reasons"] = CLT_R1["Contributor_Landscape_Transformation_Reasons"].astype(str)
CLT_R1_Text = " ".join(CLT_R1["Contributor_Landscape_Transformation_Reasons"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CLT_R1_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Contributor Landscape Transformation", loc="left", fontsize=20, pad=20)
plt.axis("off")
plt.show()
8.5 The Landscape Depended on for a Livelihood¶
In [234]:
LDL_grouped = df2.groupby('Name_Main_Project')['Landscape_Depended_Livelihood'].value_counts(dropna=False)
In [235]:
LDL_grouped
Out[235]:
Name_Main_Project Landscape_Depended_Livelihood
EbA_CENTRAL_MUCHINGA_LUAPULA Agriculture_Areas_Dependent 3
Ecosystem Conservation_NORTH_WESTERN NaN 5
Agriculture_Areas_Dependent 3
Forest_Dependent 2
Wetlands_Dependent 1
PIN_WESTERN Agriculture_Areas_Dependent 5
NaN 1
SCRALA_SOUTHERN_WESTERN_NORTHEN Agriculture_Areas_Dependent 21
Wetlands_Dependent 6
Forest_Dependent 2
NaN 1
SCReBS_WESTERN Agriculture_Areas_Dependent 10
Wetlands_Dependent 5
SCRiKA_LS Agriculture_Areas_Dependent 30
Forest_Dependent 4
Wetlands_Dependent 4
NaN 4
Wetlands_Dependent,Forest_Dependent 2
TRALARD_LNM Agriculture_Areas_Dependent 20
Wetlands_Dependent 9
Forest_Dependent 5
Wetlands_Dependent,Forest_Dependent 2
Agriculture_Areas_Dependent,Wetlands_Dependent 1
Forest_Dependent,Wetlands_Dependent 1
Wetlands_Dependent,Agriculture_Areas_Dependent 1
NaN 1
Name: count, dtype: int64
In [236]:
LDL_grouped1 = pd.DataFrame(LDL_grouped)
In [237]:
LDL_grouped1
Out[237]:
| count | ||
|---|---|---|
| Name_Main_Project | Landscape_Depended_Livelihood | |
| EbA_CENTRAL_MUCHINGA_LUAPULA | Agriculture_Areas_Dependent | 3 |
| Ecosystem Conservation_NORTH_WESTERN | NaN | 5 |
| Agriculture_Areas_Dependent | 3 | |
| Forest_Dependent | 2 | |
| Wetlands_Dependent | 1 | |
| PIN_WESTERN | Agriculture_Areas_Dependent | 5 |
| NaN | 1 | |
| SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | 21 |
| Wetlands_Dependent | 6 | |
| Forest_Dependent | 2 | |
| NaN | 1 | |
| SCReBS_WESTERN | Agriculture_Areas_Dependent | 10 |
| Wetlands_Dependent | 5 | |
| SCRiKA_LS | Agriculture_Areas_Dependent | 30 |
| Forest_Dependent | 4 | |
| Wetlands_Dependent | 4 | |
| NaN | 4 | |
| Wetlands_Dependent,Forest_Dependent | 2 | |
| TRALARD_LNM | Agriculture_Areas_Dependent | 20 |
| Wetlands_Dependent | 9 | |
| Forest_Dependent | 5 | |
| Wetlands_Dependent,Forest_Dependent | 2 | |
| Agriculture_Areas_Dependent,Wetlands_Dependent | 1 | |
| Forest_Dependent,Wetlands_Dependent | 1 | |
| Wetlands_Dependent,Agriculture_Areas_Dependent | 1 | |
| NaN | 1 |
In [238]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Agriculture_Areas_Dependent", "Wetlands_Dependent", "Forest_Dependent", "NaN"]
ax = sns.barplot(data = LDL_grouped1, x="count", y="Name_Main_Project", hue="Landscape_Depended_Livelihood", hue_order=hue_order, legend=True)
ax.set_title("Figure 7a: Landscape Dependent on by Livelihoods", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
In [239]:
LDL = df4['Landscape_Depended_Livelihood'].value_counts(dropna=False)
LDL_P = (df4['Landscape_Depended_Livelihood'].value_counts(normalize=True, dropna=False).round(2))
In [240]:
LDL_P
Out[240]:
Landscape_Depended_Livelihood Agriculture_Areas_Dependent 0.61 Wetlands_Dependent 0.17 Forest_Dependent 0.09 NaN 0.09 Wetlands_Dependent,Forest_Dependent 0.03 Agriculture_Areas_Dependent,Wetlands_Dependent 0.01 Forest_Dependent,Wetlands_Dependent 0.01 Wetlands_Dependent,Agriculture_Areas_Dependent 0.01 Name: proportion, dtype: float64
In [241]:
df_LDL = pd.DataFrame(LDL)
In [242]:
df_LDL
Out[242]:
| count | |
|---|---|
| Landscape_Depended_Livelihood | |
| Agriculture_Areas_Dependent | 92 |
| Wetlands_Dependent | 25 |
| Forest_Dependent | 13 |
| NaN | 13 |
| Wetlands_Dependent,Forest_Dependent | 4 |
| Agriculture_Areas_Dependent,Wetlands_Dependent | 1 |
| Forest_Dependent,Wetlands_Dependent | 1 |
| Wetlands_Dependent,Agriculture_Areas_Dependent | 1 |
In [243]:
ax = sns.countplot(df4["Landscape_Depended_Livelihood"])
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
ax.set_title("Figure 7b: Landscape Dependent on by Livelihoods", fontsize=14)
plt.show()
In [244]:
agreement_levels = ["Agriculture_Areas_Dependent", "Wetlands_Dependent","Forest_Dependent"]
LDL_R = df2[df2["Landscape_Depended_Livelihood"].isin(agreement_levels)]
LDL_R1 = LDL_R.drop(LDL_R.columns[[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,31,32,33,34]], axis = 1)
LDL_R1grouped = LDL_R1.groupby('Name_Main_Project')['Landscape_Depended_Livelihood']
LDL_R1
Out[244]:
| Name_Main_Project | Landscape_Depended_Livelihood | Landscape_Depeneded_Livelihood_Reasons | |
|---|---|---|---|
| 0 | TRALARD_LNM | Agriculture_Areas_Dependent | He cultivates a large area of land so that some crops can be sold for a livelihood |
| 1 | TRALARD_LNM | Wetlands_Dependent | The catching of fish is the source of income in this area |
| 3 | TRALARD_LNM | Agriculture_Areas_Dependent | Food is the main source of livelihood thus without it there is no way to earn a living |
| 5 | TRALARD_LNM | Agriculture_Areas_Dependent | That is a source of income as well as food for consumption |
| 6 | TRALARD_LNM | Agriculture_Areas_Dependent | The farming helps in sourcing of food |
| 8 | TRALARD_LNM | Agriculture_Areas_Dependent | Thats a source of income |
| 9 | TRALARD_LNM | Agriculture_Areas_Dependent | It is a source of livelihood |
| 10 | TRALARD_LNM | Agriculture_Areas_Dependent | It is where income comes from for a living |
| 11 | TRALARD_LNM | Agriculture_Areas_Dependent | It helps us cultivate cassava and maize, there is not much fishing activity |
| 12 | TRALARD_LNM | Agriculture_Areas_Dependent | From farming we obtain food for consumption at household level |
| 14 | TRALARD_LNM | Agriculture_Areas_Dependent | It is where our food security comes from |
| 15 | TRALARD_LNM | Forest_Dependent | The trees bring rainfall in our area as compared to our areas |
| 16 | TRALARD_LNM | Agriculture_Areas_Dependent | It is the source of income |
| 17 | TRALARD_LNM | Agriculture_Areas_Dependent | The majority of people cultivate land for livelihood than depending on buying in shops |
| 18 | TRALARD_LNM | Wetlands_Dependent | If there is less rainfall it helps us as a source of water |
| 19 | TRALARD_LNM | Agriculture_Areas_Dependent | Thats whats is common within our area |
| 20 | TRALARD_LNM | Forest_Dependent | They are a source of traditional medicine |
| 21 | TRALARD_LNM | Wetlands_Dependent | It provides water for drinking and water is life |
| 22 | TRALARD_LNM | Wetlands_Dependent | Water is the source of life |
| 23 | EbA_CENTRAL_MUCHINGA_LUAPULA | Agriculture_Areas_Dependent | It is a source of food crops and income |
| 24 | TRALARD_LNM | Agriculture_Areas_Dependent | We use them are for cultivation |
| 25 | TRALARD_LNM | Forest_Dependent | Source of income |
| 26 | TRALARD_LNM | Forest_Dependent | We are mostly farmers |
| 27 | TRALARD_LNM | Agriculture_Areas_Dependent | Thats is the sources of income for our livelihoods |
| 28 | TRALARD_LNM | Wetlands_Dependent | He has a lot of activities that comes from water |
| 29 | EbA_CENTRAL_MUCHINGA_LUAPULA | Agriculture_Areas_Dependent | For food crops |
| 30 | EbA_CENTRAL_MUCHINGA_LUAPULA | Agriculture_Areas_Dependent | It is where food crops come from |
| 31 | TRALARD_LNM | Agriculture_Areas_Dependent | Thats is the source of food crops as well as income |
| 33 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | Thats were we grow our crops for a livelihood |
| 34 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | The livelihood we have is farming as our main stay |
| 35 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Forest_Dependent | It provides resources for the people in terms of wood |
| 36 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | We obtain food crops that assist us in our livelihood |
| 37 | TRALARD_LNM | Wetlands_Dependent | Water is life and it is used to water the environment for tree to grow to prevent it developing into a desert |
| 38 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | It is a source of crops for food |
| 39 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | Thats were we grow crops for our livelihoods |
| 40 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Wetlands_Dependent | Source of life |
| 41 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | When i have a portion of land then i will be cultivating in one area and thus i cannot be cutting trees |
| 42 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | Thats where we get food products for our livelihoods |
| 43 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Wetlands_Dependent | Water is life |
| 44 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Wetlands_Dependent | Water is life |
| 45 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Wetlands_Dependent | Water is life |
| 46 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Forest_Dependent | No answer |
| 47 | TRALARD_LNM | Agriculture_Areas_Dependent | That is where crops and income comes from |
| 49 | TRALARD_LNM | Agriculture_Areas_Dependent | Thats were we get food that we eat |
| 50 | TRALARD_LNM | Agriculture_Areas_Dependent | Source of livelihood |
| 51 | TRALARD_LNM | Wetlands_Dependent | Life is water |
| 52 | TRALARD_LNM | Wetlands_Dependent | Water is life for evryone to drink |
| 53 | TRALARD_LNM | Agriculture_Areas_Dependent | That were our income and food crops come from |
| 54 | TRALARD_LNM | Forest_Dependent | Where there are trees it rains much as well as the soil is fertile |
| 55 | TRALARD_LNM | Wetlands_Dependent | Water is life |
| 56 | Ecosystem Conservation_NORTH_WESTERN | Agriculture_Areas_Dependent | Thats were we get foods crops for our survival |
| 58 | Ecosystem Conservation_NORTH_WESTERN | Agriculture_Areas_Dependent | Each and every individual depend on agriculture land |
| 59 | Ecosystem Conservation_NORTH_WESTERN | Forest_Dependent | NaN |
| 62 | Ecosystem Conservation_NORTH_WESTERN | Wetlands_Dependent | Water is life thus if there is no water all the plants will dry |
| 65 | Ecosystem Conservation_NORTH_WESTERN | Agriculture_Areas_Dependent | NaN |
| 66 | Ecosystem Conservation_NORTH_WESTERN | Forest_Dependent | That is the source of mushrooms, catapilars if the forests are protected well where she is working as a honarary officer |
| 67 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Wetlands_Dependent | Water is life and is used in every situation such as cultivation, watering gardens |
| 68 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | It brings us food as well as income |
| 69 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Wetlands_Dependent | NaN |
| 70 | SCRiKA_LS | Forest_Dependent | During floods cattle go to the forest areas where they graz |
| 71 | SCRiKA_LS | Agriculture_Areas_Dependent | Thats where we get our food from |
| 72 | SCRiKA_LS | Agriculture_Areas_Dependent | Because am a farmer |
| 74 | SCRiKA_LS | Agriculture_Areas_Dependent | That is where we farm the products |
| 75 | SCRiKA_LS | Agriculture_Areas_Dependent | Thats where we get food crops |
| 76 | SCRiKA_LS | Agriculture_Areas_Dependent | Thats where we get food crops |
| 77 | SCRiKA_LS | Agriculture_Areas_Dependent | That where we get most of the food crops and livelihood is dependent on it |
| 79 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | Our livelihood is based on farming |
| 80 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | They are a source of source of livelihood |
| 81 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | That where we get food crops for our livehoods |
| 82 | SCRiKA_LS | Forest_Dependent | The area for farming are found in the forest areas |
| 83 | SCRiKA_LS | Wetlands_Dependent | That where our cattle graze |
| 85 | SCRiKA_LS | Agriculture_Areas_Dependent | That is where we cultivate as a source of food crops while game parks help's we depend on the ZAWA Officers to give out resources |
| 86 | SCRiKA_LS | Agriculture_Areas_Dependent | We are farmers by nature |
| 87 | SCRiKA_LS | Agriculture_Areas_Dependent | Thats a source of food crops |
| 88 | SCRiKA_LS | Agriculture_Areas_Dependent | Thats were food comes from |
| 89 | SCRiKA_LS | Agriculture_Areas_Dependent | Thats where we get food for eating or our livelihood |
| 90 | SCRiKA_LS | Agriculture_Areas_Dependent | Where we cultivate, that is were we get crops |
| 91 | SCRiKA_LS | Agriculture_Areas_Dependent | That is were food and income come from to help us |
| 92 | SCRiKA_LS | Agriculture_Areas_Dependent | Thats where we get maize our staple food from farming |
| 93 | SCRiKA_LS | Agriculture_Areas_Dependent | We are keeping birds and gardening thus the forest can be protected as well as the animals |
| 94 | SCRiKA_LS | Forest_Dependent | That were we are found |
| 95 | SCRiKA_LS | Agriculture_Areas_Dependent | Source of food crops |
| 96 | SCRiKA_LS | Agriculture_Areas_Dependent | The wetlands are dry thus, we depend on agriculture for food crops |
| 97 | SCRiKA_LS | Agriculture_Areas_Dependent | Thats where get crops for food |
| 98 | SCRiKA_LS | Agriculture_Areas_Dependent | That were food is gotten and a borehole can be sank |
| 101 | SCRiKA_LS | Agriculture_Areas_Dependent | We are farmers |
| 102 | SCRiKA_LS | Forest_Dependent | Thats were our animals feed |
| 104 | SCRiKA_LS | Agriculture_Areas_Dependent | Thats were we get our income |
| 105 | SCRiKA_LS | Agriculture_Areas_Dependent | Everything comes from agriculture |
| 106 | SCRiKA_LS | Agriculture_Areas_Dependent | It is where we farm our crops |
| 107 | SCRiKA_LS | Wetlands_Dependent | Water is a source of life for our animals such as cattle |
| 108 | SCRiKA_LS | Agriculture_Areas_Dependent | We are farmers by nature |
| 109 | SCRiKA_LS | Agriculture_Areas_Dependent | We are farmers by nature in southern province |
| 110 | SCRiKA_LS | Agriculture_Areas_Dependent | Thats were we get income from |
| 112 | SCRiKA_LS | Wetlands_Dependent | Water is life because our cattle drink water from the wetlands |
| 113 | SCRiKA_LS | Wetlands_Dependent | Water is life and our domesticated animals need water and we depend on the animals |
| 114 | SCRiKA_LS | Agriculture_Areas_Dependent | Thats where we get our food crops |
| 115 | SCRiKA_LS | Agriculture_Areas_Dependent | Thats where we get food crops and income |
| 117 | SCRiKA_LS | Agriculture_Areas_Dependent | From agriculture we get food crops and income |
| 118 | SCRiKA_LS | Agriculture_Areas_Dependent | That is the major activity around this area |
| 119 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | From there we have food crops |
| 120 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | Thats were we get food for our living |
| 121 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | Thats where we get food crops |
| 122 | SCReBS_WESTERN | Agriculture_Areas_Dependent | We are farmers |
| 123 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | Thats where we get food |
| 124 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | We are more into farming |
| 125 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | We are farmers |
| 126 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | Thats where food comes from |
| 127 | SCReBS_WESTERN | Agriculture_Areas_Dependent | We are farmers |
| 128 | SCReBS_WESTERN | Wetlands_Dependent | Thats were we have our animals graze |
| 129 | SCReBS_WESTERN | Wetlands_Dependent | When the floods go they leave moisture thats helps people grow their crops |
| 130 | SCReBS_WESTERN | Agriculture_Areas_Dependent | Thats where we grow our food crops |
| 131 | SCReBS_WESTERN | Wetlands_Dependent | In the wetlands is where we cultivate rice as well as get water for watering the gardens |
| 132 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | That is were we get food for eating |
| 133 | SCReBS_WESTERN | Agriculture_Areas_Dependent | Thats were we grow crops |
| 134 | SCReBS_WESTERN | Agriculture_Areas_Dependent | Thats were we get food |
| 135 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | Thats where our food crops come from |
| 136 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agriculture_Areas_Dependent | Thats where food crops comes from |
| 137 | SCReBS_WESTERN | Agriculture_Areas_Dependent | Thats where we get our food crops |
| 138 | SCReBS_WESTERN | Agriculture_Areas_Dependent | Thats where we get food crops |
| 139 | SCReBS_WESTERN | Agriculture_Areas_Dependent | We are farmers of rice |
| 140 | SCReBS_WESTERN | Agriculture_Areas_Dependent | That were we get our food crops |
| 141 | SCReBS_WESTERN | Wetlands_Dependent | We cultivate in the flood plains were we can and that is where animals graze |
| 142 | PIN_WESTERN | Agriculture_Areas_Dependent | Thats where we get food from |
| 143 | SCReBS_WESTERN | Agriculture_Areas_Dependent | We are farmers |
| 144 | PIN_WESTERN | Agriculture_Areas_Dependent | That is where we get our crops from |
| 146 | PIN_WESTERN | Agriculture_Areas_Dependent | We farmers |
| 147 | PIN_WESTERN | Agriculture_Areas_Dependent | Thats where we get food and money |
| 148 | PIN_WESTERN | Agriculture_Areas_Dependent | That were our food crops are found |
| 149 | SCReBS_WESTERN | Wetlands_Dependent | Thats where we plant maize and rice |
In [245]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in LDL_R1.iterrows():
LDL_R1_filter_sentence = []
LDL_R1_sentence = row["Landscape_Depeneded_Livelihood_Reasons"]
if pd.isnull(LDL_R1_sentence):
continue
LDL_R1_sentence_cleaned = re.sub(r'[^\w\s]','',LDL_R1_sentence)
LDL_R1_words = nltk.word_tokenize(LDL_R1_sentence_cleaned)
LDL_R1_words = [lemmatizer.lemmatize(w) for w in LDL_R1_words if w.lower() not in stop_words]
LDL_R1_filter_sentence.extend(LDL_R1_words)
print(LDL_R1_filter_sentence)
['cultivates', 'large', 'area', 'land', 'crop', 'sold', 'livelihood'] ['catching', 'fish', 'source', 'income', 'area'] ['Food', 'main', 'source', 'livelihood', 'thus', 'without', 'way', 'earn', 'living'] ['source', 'income', 'well', 'food', 'consumption'] ['farming', 'help', 'sourcing', 'food'] ['Thats', 'source', 'income'] ['source', 'livelihood'] ['income', 'come', 'living'] ['help', 'u', 'cultivate', 'cassava', 'maize', 'much', 'fishing', 'activity'] ['farming', 'obtain', 'food', 'consumption', 'household', 'level'] ['food', 'security', 'come'] ['tree', 'bring', 'rainfall', 'area', 'compared', 'area'] ['source', 'income'] ['majority', 'people', 'cultivate', 'land', 'livelihood', 'depending', 'buying', 'shop'] ['less', 'rainfall', 'help', 'u', 'source', 'water'] ['Thats', 'whats', 'common', 'within', 'area'] ['source', 'traditional', 'medicine'] ['provides', 'water', 'drinking', 'water', 'life'] ['Water', 'source', 'life'] ['source', 'food', 'crop', 'income'] ['use', 'cultivation'] ['Source', 'income'] ['mostly', 'farmer'] ['Thats', 'source', 'income', 'livelihood'] ['lot', 'activity', 'come', 'water'] ['food', 'crop'] ['food', 'crop', 'come'] ['Thats', 'source', 'food', 'crop', 'well', 'income'] ['Thats', 'grow', 'crop', 'livelihood'] ['livelihood', 'farming', 'main', 'stay'] ['provides', 'resource', 'people', 'term', 'wood'] ['obtain', 'food', 'crop', 'assist', 'u', 'livelihood'] ['Water', 'life', 'used', 'water', 'environment', 'tree', 'grow', 'prevent', 'developing', 'desert'] ['source', 'crop', 'food'] ['Thats', 'grow', 'crop', 'livelihood'] ['Source', 'life'] ['portion', 'land', 'cultivating', 'one', 'area', 'thus', 'cutting', 'tree'] ['Thats', 'get', 'food', 'product', 'livelihood'] ['Water', 'life'] ['Water', 'life'] ['Water', 'life'] ['answer'] ['crop', 'income', 'come'] ['Thats', 'get', 'food', 'eat'] ['Source', 'livelihood'] ['Life', 'water'] ['Water', 'life', 'evryone', 'drink'] ['income', 'food', 'crop', 'come'] ['tree', 'rain', 'much', 'well', 'soil', 'fertile'] ['Water', 'life'] ['Thats', 'get', 'food', 'crop', 'survival'] ['every', 'individual', 'depend', 'agriculture', 'land'] ['Water', 'life', 'thus', 'water', 'plant', 'dry'] ['source', 'mushroom', 'catapilars', 'forest', 'protected', 'well', 'working', 'honarary', 'officer'] ['Water', 'life', 'used', 'every', 'situation', 'cultivation', 'watering', 'garden'] ['brings', 'u', 'food', 'well', 'income'] ['flood', 'cattle', 'go', 'forest', 'area', 'graz'] ['Thats', 'get', 'food'] ['farmer'] ['farm', 'product'] ['Thats', 'get', 'food', 'crop'] ['Thats', 'get', 'food', 'crop'] ['get', 'food', 'crop', 'livelihood', 'dependent'] ['livelihood', 'based', 'farming'] ['source', 'source', 'livelihood'] ['get', 'food', 'crop', 'livehoods'] ['area', 'farming', 'found', 'forest', 'area'] ['cattle', 'graze'] ['cultivate', 'source', 'food', 'crop', 'game', 'park', 'help', 'depend', 'ZAWA', 'Officers', 'give', 'resource'] ['farmer', 'nature'] ['Thats', 'source', 'food', 'crop'] ['Thats', 'food', 'come'] ['Thats', 'get', 'food', 'eating', 'livelihood'] ['cultivate', 'get', 'crop'] ['food', 'income', 'come', 'help', 'u'] ['Thats', 'get', 'maize', 'staple', 'food', 'farming'] ['keeping', 'bird', 'gardening', 'thus', 'forest', 'protected', 'well', 'animal'] ['found'] ['Source', 'food', 'crop'] ['wetland', 'dry', 'thus', 'depend', 'agriculture', 'food', 'crop'] ['Thats', 'get', 'crop', 'food'] ['food', 'gotten', 'borehole', 'sank'] ['farmer'] ['Thats', 'animal', 'feed'] ['Thats', 'get', 'income'] ['Everything', 'come', 'agriculture'] ['farm', 'crop'] ['Water', 'source', 'life', 'animal', 'cattle'] ['farmer', 'nature'] ['farmer', 'nature', 'southern', 'province'] ['Thats', 'get', 'income'] ['Water', 'life', 'cattle', 'drink', 'water', 'wetland'] ['Water', 'life', 'domesticated', 'animal', 'need', 'water', 'depend', 'animal'] ['Thats', 'get', 'food', 'crop'] ['Thats', 'get', 'food', 'crop', 'income'] ['agriculture', 'get', 'food', 'crop', 'income'] ['major', 'activity', 'around', 'area'] ['food', 'crop'] ['Thats', 'get', 'food', 'living'] ['Thats', 'get', 'food', 'crop'] ['farmer'] ['Thats', 'get', 'food'] ['farming'] ['farmer'] ['Thats', 'food', 'come'] ['farmer'] ['Thats', 'animal', 'graze'] ['flood', 'go', 'leave', 'moisture', 'thats', 'help', 'people', 'grow', 'crop'] ['Thats', 'grow', 'food', 'crop'] ['wetland', 'cultivate', 'rice', 'well', 'get', 'water', 'watering', 'garden'] ['get', 'food', 'eating'] ['Thats', 'grow', 'crop'] ['Thats', 'get', 'food'] ['Thats', 'food', 'crop', 'come'] ['Thats', 'food', 'crop', 'come'] ['Thats', 'get', 'food', 'crop'] ['Thats', 'get', 'food', 'crop'] ['farmer', 'rice'] ['get', 'food', 'crop'] ['cultivate', 'flood', 'plain', 'animal', 'graze'] ['Thats', 'get', 'food'] ['farmer'] ['get', 'crop'] ['farmer'] ['Thats', 'get', 'food', 'money'] ['food', 'crop', 'found'] ['Thats', 'plant', 'maize', 'rice']
In [246]:
LDL_R1["Landscape_Depeneded_Livelihood_Reasons"] = LDL_R1["Landscape_Depeneded_Livelihood_Reasons"].fillna("")
LDL_R1["Landscape_Depeneded_Livelihood_Reasons"] = LDL_R1["Landscape_Depeneded_Livelihood_Reasons"].astype(str)
LDL_R1_Text = " ".join(LDL_R1["Landscape_Depeneded_Livelihood_Reasons"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(LDL_R1_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Landscape Depeneded Livelihood", loc="left", fontsize=20, pad=20)
plt.axis("off")
plt.show()
8.6 Explanation to Choices¶
It gives an explanation to the choice selected that is not among the choices that were provided in the list of the questionnaire
In [247]:
df5=df2.drop(df2.columns[[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30]], axis = 1)
In [248]:
df5
Out[248]:
| Purpose_Landscape_Specific | Connection_Nature_Specific | Contributor_Landscape_Transformation_Specific | Landscape_Depended_Livelihood_Specific | |
|---|---|---|---|---|
| 0 | NaN | NaN | NaN | NaN |
| 1 | NaN | NaN | NaN | NaN |
| 2 | NaN | NaN | NaN | NaN |
| 3 | NaN | NaN | NaN | NaN |
| 4 | Only the protection of nature, the others are not important | NaN | NaN | NaN |
| 5 | NaN | NaN | NaN | NaN |
| 6 | NaN | NaN | NaN | NaN |
| 7 | NaN | NaN | NaN | NaN |
| 8 | NaN | NaN | NaN | NaN |
| 9 | NaN | NaN | NaN | NaN |
| 10 | NaN | NaN | NaN | NaN |
| 11 | NaN | NaN | NaN | NaN |
| 12 | NaN | Taking care of nature without destroying it | NaN | NaN |
| 13 | NaN | NaN | NaN | NaN |
| 14 | NaN | NaN | NaN | NaN |
| 15 | NaN | Taking care of nature | NaN | NaN |
| 16 | NaN | NaN | NaN | NaN |
| 17 | NaN | Source of good air, and food products | NaN | NaN |
| 18 | NaN | NaN | NaN | NaN |
| 19 | NaN | NaN | NaN | NaN |
| 20 | NaN | NaN | NaN | NaN |
| 21 | The fire can burn all the biodiversity that allow the environmental process | NaN | NaN | NaN |
| 22 | NaN | NaN | NaN | NaN |
| 23 | NaN | NaN | NaN | NaN |
| 24 | NaN | NaN | NaN | NaN |
| 25 | NaN | NaN | NaN | NaN |
| 26 | NaN | NaN | NaN | NaN |
| 27 | NaN | NaN | NaN | NaN |
| 28 | NaN | NaN | NaN | NaN |
| 29 | NaN | NaN | NaN | NaN |
| 30 | NaN | NaN | NaN | NaN |
| 31 | NaN | NaN | NaN | NaN |
| 32 | NaN | NaN | NaN | NaN |
| 33 | NaN | NaN | NaN | NaN |
| 34 | NaN | We do not related | NaN | NaN |
| 35 | NaN | NaN | NaN | NaN |
| 36 | NaN | NaN | NaN | NaN |
| 37 | NaN | NaN | NaN | NaN |
| 38 | NaN | NaN | NaN | NaN |
| 39 | NaN | NaN | NaN | NaN |
| 40 | The tourist bring income in terms of viewing the animals | NaN | NaN | NaN |
| 41 | NaN | NaN | NaN | NaN |
| 42 | NaN | Protection of trees | NaN | NaN |
| 43 | NaN | NaN | NaN | NaN |
| 44 | NaN | NaN | NaN | NaN |
| 45 | For sources of income through tourism | NaN | NaN | NaN |
| 46 | NaN | NaN | NaN | NaN |
| 47 | NaN | NaN | NaN | NaN |
| 48 | NaN | NaN | NaN | NaN |
| 49 | NaN | NaN | NaN | NaN |
| 50 | NaN | NaN | NaN | NaN |
| 51 | NaN | NaN | NaN | NaN |
| 52 | NaN | NaN | NaN | NaN |
| 53 | NaN | NaN | NaN | NaN |
| 54 | NaN | NaN | NaN | NaN |
| 55 | NaN | NaN | NaN | NaN |
| 56 | NaN | NaN | NaN | NaN |
| 57 | NaN | NaN | NaN | NaN |
| 58 | NaN | NaN | NaN | NaN |
| 59 | NaN | NaN | NaN | NaN |
| 60 | NaN | NaN | NaN | NaN |
| 61 | NaN | NaN | NaN | NaN |
| 62 | NaN | NaN | NaN | NaN |
| 63 | NaN | Taking care of the animals | NaN | NaN |
| 64 | NaN | NaN | NaN | NaN |
| 65 | NaN | NaN | NaN | NaN |
| 66 | NaN | NaN | NaN | NaN |
| 67 | NaN | NaN | NaN | NaN |
| 68 | NaN | NaN | NaN | NaN |
| 69 | NaN | NaN | NaN | NaN |
| 70 | NaN | NaN | NaN | NaN |
| 71 | NaN | NaN | NaN | NaN |
| 72 | NaN | NaN | NaN | NaN |
| 73 | NaN | NaN | NaN | NaN |
| 74 | NaN | NaN | NaN | NaN |
| 75 | NaN | NaN | NaN | NaN |
| 76 | NaN | NaN | NaN | NaN |
| 77 | NaN | NaN | NaN | NaN |
| 78 | NaN | NaN | NaN | NaN |
| 79 | NaN | NaN | NaN | NaN |
| 80 | NaN | NaN | NaN | NaN |
| 81 | NaN | NaN | NaN | NaN |
| 82 | NaN | NaN | NaN | NaN |
| 83 | NaN | NaN | NaN | NaN |
| 84 | NaN | NaN | NaN | NaN |
| 85 | NaN | NaN | NaN | NaN |
| 86 | NaN | NaN | NaN | NaN |
| 87 | NaN | NaN | NaN | NaN |
| 88 | NaN | NaN | NaN | NaN |
| 89 | NaN | NaN | NaN | NaN |
| 90 | NaN | NaN | NaN | NaN |
| 91 | NaN | NaN | NaN | NaN |
| 92 | NaN | NaN | NaN | NaN |
| 93 | NaN | NaN | NaN | NaN |
| 94 | NaN | NaN | NaN | NaN |
| 95 | NaN | NaN | NaN | NaN |
| 96 | NaN | NaN | NaN | NaN |
| 97 | NaN | NaN | NaN | NaN |
| 98 | NaN | NaN | NaN | NaN |
| 99 | NaN | NaN | NaN | NaN |
| 100 | NaN | NaN | NaN | NaN |
| 101 | NaN | NaN | NaN | NaN |
| 102 | NaN | NaN | NaN | NaN |
| 103 | NaN | NaN | NaN | NaN |
| 104 | NaN | NaN | NaN | NaN |
| 105 | NaN | NaN | NaN | NaN |
| 106 | NaN | NaN | NaN | NaN |
| 107 | NaN | NaN | NaN | NaN |
| 108 | NaN | NaN | NaN | NaN |
| 109 | NaN | NaN | NaN | NaN |
| 110 | NaN | NaN | NaN | NaN |
| 111 | NaN | NaN | NaN | NaN |
| 112 | NaN | NaN | NaN | NaN |
| 113 | NaN | NaN | NaN | NaN |
| 114 | NaN | NaN | NaN | NaN |
| 115 | NaN | NaN | NaN | NaN |
| 116 | NaN | NaN | NaN | NaN |
| 117 | NaN | NaN | NaN | NaN |
| 118 | NaN | NaN | NaN | NaN |
| 119 | NaN | NaN | NaN | NaN |
| 120 | NaN | NaN | NaN | NaN |
| 121 | NaN | NaN | NaN | NaN |
| 122 | NaN | NaN | NaN | NaN |
| 123 | NaN | NaN | NaN | NaN |
| 124 | NaN | NaN | NaN | NaN |
| 125 | NaN | NaN | NaN | NaN |
| 126 | NaN | NaN | NaN | NaN |
| 127 | NaN | NaN | Cutting down trees for sale | NaN |
| 128 | NaN | NaN | NaN | NaN |
| 129 | NaN | NaN | NaN | NaN |
| 130 | NaN | NaN | NaN | NaN |
| 131 | NaN | NaN | NaN | NaN |
| 132 | NaN | NaN | NaN | NaN |
| 133 | NaN | NaN | NaN | NaN |
| 134 | NaN | NaN | NaN | NaN |
| 135 | NaN | NaN | NaN | NaN |
| 136 | NaN | NaN | NaN | NaN |
| 137 | NaN | NaN | NaN | NaN |
| 138 | NaN | NaN | NaN | NaN |
| 139 | NaN | NaN | NaN | NaN |
| 140 | NaN | NaN | NaN | NaN |
| 141 | NaN | NaN | NaN | NaN |
| 142 | NaN | NaN | NaN | NaN |
| 143 | NaN | NaN | NaN | NaN |
| 144 | NaN | NaN | NaN | NaN |
| 145 | NaN | NaN | NaN | NaN |
| 146 | NaN | NaN | NaN | NaN |
| 147 | NaN | NaN | NaN | NaN |
| 148 | NaN | NaN | NaN | NaN |
| 149 | NaN | NaN | NaN | NaN |
In [249]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in df5.iterrows():
PL_RS1_filter_sentence = []
PL_RS1_sentence = row["Purpose_Landscape_Specific"]
if pd.isnull(PL_RS1_sentence):
continue
PL_RS1_sentence_cleaned = re.sub(r'[^\w\s]','',PL_RS1_sentence)
PL_RS1_words = nltk.word_tokenize(PL_RS1_sentence_cleaned)
PL_RS1_words = [lemmatizer.lemmatize(w) for w in PL_RS1_words if w.lower() not in stop_words]
PL_RS1_filter_sentence.extend(PL_RS1_words)
print(PL_RS1_filter_sentence)
['protection', 'nature', 'others', 'important'] ['fire', 'burn', 'biodiversity', 'allow', 'environmental', 'process'] ['tourist', 'bring', 'income', 'term', 'viewing', 'animal'] ['source', 'income', 'tourism']
In [250]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in df5.iterrows():
CN_RS1_filter_sentence = []
CN_RS1_sentence = row["Connection_Nature_Specific"]
if pd.isnull(CN_RS1_sentence):
continue
CN_RS1_sentence_cleaned = re.sub(r'[^\w\s]','',CN_RS1_sentence)
CN_RS1_words = nltk.word_tokenize(CN_RS1_sentence_cleaned)
CN_RS1_words = [lemmatizer.lemmatize(w) for w in CN_RS1_words if w.lower() not in stop_words]
CN_RS1_filter_sentence.extend(CN_RS1_words)
print(CN_RS1_filter_sentence)
['Taking', 'care', 'nature', 'without', 'destroying'] ['Taking', 'care', 'nature'] ['Source', 'good', 'air', 'food', 'product'] ['related'] ['Protection', 'tree'] ['Taking', 'care', 'animal']
In [251]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in df5.iterrows():
CLT_RS1_filter_sentence = []
CLT_RS1_sentence = row["Contributor_Landscape_Transformation_Specific"]
if pd.isnull(CLT_RS1_sentence):
continue
CLT_RS1_sentence_cleaned = re.sub(r'[^\w\s]','',CLT_RS1_sentence)
CLT_RS1_words = nltk.word_tokenize(CLT_RS1_sentence_cleaned)
CLT_RS1_words = [lemmatizer.lemmatize(w) for w in CLT_RS1_words if w.lower() not in stop_words]
CLT_RS1_filter_sentence.extend(CLT_RS1_words)
print(CLT_RS1_filter_sentence)
['Cutting', 'tree', 'sale']
In [252]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in df5.iterrows():
LDL_RS1_filter_sentence = []
LDL_RS1_sentence = row["Landscape_Depended_Livelihood_Specific"]
if pd.isnull(LDL_RS1_sentence):
continue
LDL_RS1_sentence_cleaned = re.sub(r'[^\w\s]','',LDL_RS1_sentence)
LDL_RS1_words = nltk.word_tokenize(LDL_RS1_sentence_cleaned)
LDL_RS1_words = [lemmatizer.lemmatize(w) for w in LDL_RS1_words if w.lower() not in stop_words]
LDL_RS1_filter_sentence.extend(LDL_RS1_words)
print(LDL_RS1_filter_sentence)
9. Description Statistics¶
It gives a background to the study sites
In [253]:
df6=df2.drop(df2.columns[[0,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
In [254]:
df6
Out[254]:
| Ward_Name | Sub_Project_name | Livelihood | Size | Name_Main_Project | Representing_Others | Number_Beneficiaries | |
|---|---|---|---|---|---|---|---|
| 0 | Isamba ward | Isamba coperatives | Goat rearing | 8to12Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many |
| 1 | Isamba ward | Misenga cooperative multipurpose society | Goat rearing, Gardening, Fruit trees | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many |
| 2 | Isamba ward | Ninge Cooperative | Goat Rearing, Agricuture-cassava | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many |
| 3 | Isamba ward | Twikatene copperatives | Goat rearing and Fish farming and garden of vegitable and onnoind | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many |
| 4 | Isamba ward | Changwena women club | Chicken rearing ablnd an orchard | Lessthan4Lima_Size | TRALARD_LNM | yes | 20to30People_Many |
| 5 | Isamba ward | Luchindashi copperative | Pig rearing and fish farming gardenning | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many |
| 6 | Isamba ward | Sandwe Youth miitipurpose society | Pigery and garden and fish ponds | Greaterthan16Lima_Size | TRALARD_LNM | yes | 30to40People_Many |
| 7 | Isamba ward | Lukatashi | Pigery and gardening as well as forestry | Greaterthan16Lima_Size | TRALARD_LNM | yes | 30to40People_Many |
| 8 | Isamba ward | Kansalu coperative | Fish farming and chicken rearing | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many |
| 9 | Isamba ward | Musaba coperative | Chicken rearing and garden, oranges | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many |
| 10 | Moofwe ward | Natumone men and women famers group | Fish,pig farming as well as orchard and garden | Greaterthan16Lima_Size | TRALARD_LNM | yes | 20to30People_Many |
| 11 | Moofwe ward | Natwange start group | Chicken and goat rearing | Greaterthan16Lima_Size | TRALARD_LNM | yes | 10to20People_Many |
| 12 | Moofwe ward | Mi hile community group | Fish farming | 12to16Lima_Size | TRALARD_LNM | yes | 10to20People_Many |
| 13 | Moofwe ward | Tushwesheko group | Goat rearing | 4to8Lima_Size | TRALARD_LNM | yes | 10to20People_Many |
| 14 | Moofwe ward | Kanyembo forestvmanagemnt | Forest | Greaterthan16Lima_Size | TRALARD_LNM | yes | 30to40People_Many |
| 15 | Moofwe ward | Natubombeshe group | Goat rearing and banana plants | Greaterthan16Lima_Size | TRALARD_LNM | yes | 20to30People_Many |
| 16 | Moofwe ward | Koselela community group | Koselela community group | Lessthan4Lima_Size | TRALARD_LNM | yes | 10to20People_Many |
| 17 | Nachikufu ward | Mindo Copperatives | Piggery and Gardening | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many |
| 18 | Nachikufu ward | Fort hares tailing project | Gardening and tailering | Lessthan4Lima_Size | TRALARD_LNM | yes | 20to30People_Many |
| 19 | Nachikufu ward | Kaumbe mango tree goat and garfening project | Goat rearing abd gardening | 4to8Lima_Size | TRALARD_LNM | yes | 10to20People_Many |
| 20 | Nachikufu ward | NaN | Kabundi intergrate livestock project | Greaterthan16Lima_Size | TRALARD_LNM | yes | 20to30People_Many |
| 21 | Nachikufu ward | Kaloswe community Forest | Bee keeping, chickrn rearing and oniion | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many |
| 22 | Lulimala ward | Chimyaga muchele community forest | Faorest, bee keeing and garden | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many |
| 23 | Lulimala ward | Limalal primary school( ptoduction unit committr) | Tree plantation | Lessthan4Lima_Size | EbA_CENTRAL_MUCHINGA_LUAPULA | yes | Lessthan10People_Many |
| 24 | Lulimala ward | Mibobo communitybforrst | Forest and bee keeping | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many |
| 25 | Lulimala ward | Chaya bee keepimg | Bees | 4to8Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many |
| 26 | Lulimala ward | Choso goat rearing | Goats and gardening | Greaterthan16Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many |
| 27 | Lulimala ward | Bunishi banana goat rearing gardening | Goat rearing and gardening | 8to12Lima_Size | TRALARD_LNM | yes | 30to40People_Many |
| 28 | Lulimala ward | Kambili cooerative | Pig rearing and orangrs | 12to16Lima_Size | TRALARD_LNM | yes | 30to40People_Many |
| 29 | Lulimala ward | Production Unit Committee Chunda Ponde Secondary School | Tree | Lessthan4Lima_Size | EbA_CENTRAL_MUCHINGA_LUAPULA | yes | Lessthan10People_Many |
| 30 | Lulimala ward | Oroduction unit comkitte chunda ponde primary scjool | Tree plantation | Lessthan4Lima_Size | EbA_CENTRAL_MUCHINGA_LUAPULA | yes | Lessthan10People_Many |
| 31 | Lulimala ward | Lilimala cooertaives | Chicken rearing | 4to8Lima_Size | TRALARD_LNM | yes | 30to40People_Many |
| 32 | Lulimala ward | Chunda ponde buikking centre | It is will be stotage of farming products except maize | Lessthan4Lima_Size | TRALARD_LNM | yes | 10to20People_Many |
| 33 | Kalanga ward | Miyombe acquaculture cooperative society | Fish ponds , gardrning and a poutry is beeing planned | 8to12Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many |
| 34 | Kalanga ward | NaN | Goat rearing | 4to8Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many |
| 35 | Kalanga ward | Stop the chop women club | In future they will plant pine trees and sunflower | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many |
| 36 | Kalanga ward | SDA Main church | Fish ponds | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many |
| 37 | Kalanga ward | Nursery Tree plwnting | Pine trees | Lessthan4Lima_Size | TRALARD_LNM | yes | Lessthan10People_Many |
| 38 | Kalanga ward | Tikokelane saving group | Saving or loans | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 30to40People_Many |
| 39 | Kalanga ward | Hope saving for change | Saving and loans | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 30to40People_Many |
| 40 | Kalanga ward | Vitumbiko cooerqtives | Fish ponds | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 30to40People_Many |
| 41 | Ntonga ward | Non | Bee hives | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Lessthan10People_Many |
| 42 | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Lessthan10People_Many |
| 43 | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Lessthan10People_Many |
| 44 | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | Lessthan10People_Many |
| 45 | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 46 | Ntonga ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 47 | Ntonga ward | Muwalule conservation club | Piggery rearing and bee keeping | 8to12Lima_Size | TRALARD_LNM | yes | Lessthan10People_Many |
| 48 | Ntonga ward | Nachipuzi woenen club | Goat rearingwe | 4to8Lima_Size | TRALARD_LNM | yes | 10to20People_Many |
| 49 | Chitimbwa ward | Nkalandu | Chicken rearing and gardening | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many |
| 50 | Chitimbwa ward | Kampemba cooerativ | Chiecken and gardening | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many |
| 51 | Chitimbwa ward | Izuka coper | Pog rearing | 12to16Lima_Size | TRALARD_LNM | yes | 30to40People_Many |
| 52 | Chitimbwa ward | Chammwisanza | Pigg rearing | 4to8Lima_Size | TRALARD_LNM | yes | Greaterthan40People_Many |
| 53 | Chitimbwa ward | Chitimbwa woemenn club | Goat rearing | 4to8Lima_Size | TRALARD_LNM | yes | 30to40People_Many |
| 54 | Chitimbwa ward | Mookeleni Coooeeative | Piig rearing | 4to8Lima_Size | TRALARD_LNM | yes | 20to30People_Many |
| 55 | Chitimbwa ward | Mikango coperrati | Pig rearing | Lessthan4Lima_Size | TRALARD_LNM | yes | 30to40People_Many |
| 56 | Makuya ward | Kanyamisouv cfmg | Forest and behives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many |
| 57 | Makuya ward | Makuya CFMG | Natural and behovees | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many |
| 58 | Makuya ward | Kewundu CFMG | Beehavies and trees | NotApplicable_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many |
| 59 | Makuya ward | Kimba cfmg | Fiorse qnd behives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many |
| 60 | Ntambu ward | Chhulu cfmg | Trees and beehives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many |
| 61 | Ntambu ward | Mpulumpa ward | Tress and beehivess | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many |
| 62 | Silunga ward | Kayo ge cfmg | Forest and beehives | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many |
| 63 | Makuya ward | Kema | Behivees, trees | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many |
| 64 | Makuya ward | Kesumpa CFMG | Behevies and Tress | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many |
| 65 | Ntambu ward | Ntambu central cfmg | NaN | Greaterthan16Lima_Size | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many |
| 66 | Ntambu ward | NaN | NaN | NaN | Ecosystem Conservation_NORTH_WESTERN | yes | Greaterthan40People_Many |
| 67 | Namwala Central ward | Non applicable | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 68 | Namwala Central ward | Non applicable | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 69 | Namwala Central ward | Not applicable | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 70 | Namwala Central ward | Shapopa shachala | Gerdening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many |
| 71 | Namwala Central ward | Manokubwana | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many |
| 72 | Namwala Central ward | Sepa sahao MPCS | gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | 10to20People_Many |
| 73 | Namwala Central ward | Tusole youth centre | Gardening | NaN | SCRiKA_LS | yes | NaN |
| 74 | Namwala Central ward | Chinyemu B | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many |
| 75 | Namwala Central ward | Chiyemyu A | Gargening | Lessthan4Lima_Size | SCRiKA_LS | yes | 10to20People_Many |
| 76 | Namwala Central ward | Maselo widows club | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many |
| 77 | Namwala Central ward | Namwala multipurpose coperetive | Gardening, chicken rearing and winter maize | Lessthan4Lima_Size | SCRiKA_LS | yes | 30to40People_Many |
| 78 | Namwala Central ward | Savings for change Nakable | Savings | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 10to20People_Many |
| 79 | Namwala Central ward | Maunga saving group | Saving | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | 20to30People_Many |
| 80 | Namwala Central ward | Alternative livelihood | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 81 | Namwala Central ward | Shomachako saving group | Savings | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | yes | Greaterthan40People_Many |
| 82 | Namwala Central ward | Namwala persons with disabilities | Goat rearing | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many |
| 83 | Namwala Central ward | ShibukoloMPCS | Goat rearing | NaN | SCRiKA_LS | yes | 10to20People_Many |
| 84 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 85 | Mbila ward | Nanagwe goat rearing | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 30to40People_Many |
| 86 | Mbila ward | Kaunga goat rearing | Goat rearing | Greaterthan16Lima_Size | SCRiKA_LS | yes | 10to20People_Many |
| 87 | Mbila ward | Shandubula borehole | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 10to20People_Many |
| 88 | NaN | NaN | Mbila ward | Greaterthan16Lima_Size | SCRiKA_LS | yes | 30to40People_Many |
| 89 | Mbila ward | Mabula borehore | Gardening | NotApplicable_Size | SCRiKA_LS | yes | 30to40People_Many |
| 90 | Mbila ward | hikolo borehole project | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 20to30People_Many |
| 91 | Mbila ward | Makumucha Dip Tank | Dipping cattle | 4to8Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many |
| 92 | Mbila ward | Twapenga goat | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 30to40People_Many |
| 93 | Mbila ward | Muchenje Poultry | Poutry rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many |
| 94 | Mbila ward | Twambo bee keeping | Bee keeking | Greaterthan16Lima_Size | SCRiKA_LS | yes | 20to30People_Many |
| 95 | Mbila ward | Nakaalanta borehole | Geradening | NaN | SCRiKA_LS | yes | 30to40People_Many |
| 96 | Mbila ward | Mikimutuba birehole | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many |
| 97 | Mbila ward | Mutwe Mano poutry | Rearing chichen and incubators | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many |
| 98 | Mbila ward | Munyinga cattle reatpring | Dip tanknfor cattle | 4to8Lima_Size | SCRiKA_LS | yes | 10to20People_Many |
| 99 | Mbila ward | Yomena borehole | Gerdening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many |
| 100 | Luubwe ward | Muntu Monzo goat rearing | Goat rearing | Greaterthan16Lima_Size | SCRiKA_LS | yes | 10to20People_Many |
| 101 | Luubwe ward | Inkabe yalaangana goat | Dip tqnk and gaot reatpring | 4to8Lima_Size | SCRiKA_LS | yes | 20to30People_Many |
| 102 | Luubwe ward | Luubwe Livestock Centre | Dipping and gerdening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many |
| 103 | Luubwe ward | Maubi Cattle restocking | Dipp tank | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many |
| 104 | Omba ward | Tunjile Goat Structure | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many |
| 105 | Omba ward | Mmbiza solar powered | Gerdening | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many |
| 106 | Omba ward | Hangoma Solar powered | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many |
| 107 | Omba ward | Habanyama solor power | Gardenning | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many |
| 108 | Omba ward | Shaamba Solar Power | Gardenung | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many |
| 109 | Omba ward | Shamba goat structure | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many |
| 110 | Omba ward | Sikapande solar powered borehole | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many |
| 111 | Omba ward | Fumbe Fumbe solar borehole | Gardening | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many |
| 112 | Omba ward | Habulungu solar powered | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many |
| 113 | Omba ward | Maika Male | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 30to40People_Many |
| 114 | Omba ward | Moomba goat structure | Giat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | Greaterthan40People_Many |
| 115 | Omba ward | Mbalanji goatvrearing | Goat rearing | Lessthan4Lima_Size | SCRiKA_LS | yes | 20to30People_Many |
| 116 | Omba ward | Tugwasane goat structure | Goat rearing | NaN | SCRiKA_LS | NaN | NaN |
| 117 | Omba ward | Kamuseka solar project | Gardening | Greaterthan16Lima_Size | SCRiKA_LS | yes | 30to40People_Many |
| 118 | Omba ward | Omba Solar borehole | Gardening | NaN | SCRiKA_LS | yes | 20to30People_Many |
| 119 | Kalobolelwa ward | NaN | Goat reaeing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 120 | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 121 | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 122 | Kalobolelwa ward | Lichichecho goat rearing project | Gost rearing | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many |
| 123 | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 124 | Kalobolelwa ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 125 | Kalobolelwa ward | NaN | Goat | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 126 | Kalobolelwa ward | NaN | Goat | NaN | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 127 | Kalobolelwa ward | Ituse garde ing | NaN | Lessthan4Lima_Size | SCReBS_WESTERN | yes | Lessthan10People_Many |
| 128 | Mwanambuyu ward | Lituye piggery project | Giggery rearing | NaN | SCReBS_WESTERN | yes | 10to20People_Many |
| 129 | Mwanambuyu ward | Tamahano Piggary | Goat rearing | NotApplicable_Size | SCReBS_WESTERN | yes | 10to20People_Many |
| 130 | Mwanambuyu ward | Luswalane piggery | Pigg rearing | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many |
| 131 | Mwanambuyu ward | Swalapilu gardening | Gardening | Lessthan4Lima_Size | SCReBS_WESTERN | yes | Lessthan10People_Many |
| 132 | Mwanambuyu ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 133 | Mwanambuyu ward | Kwitingile gardenning | Gardening | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many |
| 134 | Mwanambuyu ward | Mandiyanje | Pigg rearing | Lessthan4Lima_Size | SCReBS_WESTERN | yes | Lessthan10People_Many |
| 135 | Mwanambuyu ward | NaN | Goat rearing | NotApplicable_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 136 | Mwanambuyu ward | NaN | Goat reatpring | Lessthan4Lima_Size | SCRALA_SOUTHERN_WESTERN_NORTHEN | no | NaN |
| 137 | Mwanambuyu ward | Sopu Siwa project | Cassava | 4to8Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many |
| 138 | Mwanambuyu ward | Mundimunene Piggery | Piggery | NotApplicable_Size | SCReBS_WESTERN | yes | Lessthan10People_Many |
| 139 | Yeta ward | Kolo Goat rearing | Goat rearing | NotApplicable_Size | SCReBS_WESTERN | yes | 10to20People_Many |
| 140 | Yeta ward | Kutiya goat | Goat rearing | NotApplicable_Size | SCReBS_WESTERN | yes | 10to20People_Many |
| 141 | Yeta ward | Yeta Fibre Project | Making Fibre from the roots of trees with disturbing the trees | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many |
| 142 | Yeta ward | NaN | To give moisture to crops | Lessthan4Lima_Size | PIN_WESTERN | no | NaN |
| 143 | Yeta ward | Namangu Fibre/Poultry/Mushroom project | Making fibre from roots rearing of chicken and growing of mashrooms | NotApplicable_Size | SCReBS_WESTERN | yes | 20to30People_Many |
| 144 | Yeta ward | NaN | Biochar | NotApplicable_Size | PIN_WESTERN | no | NaN |
| 145 | Yeta ward | NaN | Biochar | NaN | PIN_WESTERN | no | NaN |
| 146 | Yeta ward | Biochar | Gardening | Lessthan4Lima_Size | PIN_WESTERN | no | NaN |
| 147 | Yeta ward | Biochar | Gardening | Lessthan4Lima_Size | PIN_WESTERN | no | NaN |
| 148 | Yeta ward | B iochar | Gardenning | 8to12Lima_Size | PIN_WESTERN | no | NaN |
| 149 | Yeta ward | Piggery, fishponds and gardening | Fish ponds and piggery and gerdening | Lessthan4Lima_Size | SCReBS_WESTERN | yes | 10to20People_Many |
9.1 Main project Types¶
This shows the number of questionaires that were administered to each project type
In [255]:
MP = df6['Name_Main_Project'].value_counts(dropna=False)
In [256]:
MP
Out[256]:
Name_Main_Project SCRiKA_LS 44 TRALARD_LNM 40 SCRALA_SOUTHERN_WESTERN_NORTHEN 30 SCReBS_WESTERN 15 Ecosystem Conservation_NORTH_WESTERN 11 PIN_WESTERN 6 EbA_CENTRAL_MUCHINGA_LUAPULA 3 NaN 1 Name: count, dtype: int64
In [257]:
ax = sns.countplot(df6["Name_Main_Project"])
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
ax.set_title("Figure 8: The Total Number of Respondents in each of the Main Project", fontsize=14)
plt.show()
9.2 The Wards¶
The wards that had respodents and their number
In [258]:
WN = df6['Ward_Name'].value_counts(dropna=False)
In [259]:
WN
Out[259]:
Ward_Name Namwala Central ward 17 Omba ward 15 Mbila ward 14 Yeta ward 11 Mwanambuyu ward 11 Lulimala ward 11 Isamba ward 10 Kalobolelwa ward 9 Ntonga ward 8 Kalanga ward 8 Moofwe ward 7 Chitimbwa ward 7 Makuya ward 6 Nachikufu ward 5 Luubwe ward 4 Ntambu ward 4 NaN 2 Silunga ward 1 Name: count, dtype: int64
In [260]:
ax = sns.countplot(df6["Ward_Name"])
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
ax.set_title("Figure 9: Number of Respondents in each Ward", fontsize=14)
plt.show()
9.3 Number of beneficiaries¶
It shows the number of households that benefited from the interviewees
In [261]:
NB = df6['Number_Beneficiaries'].value_counts(dropna=False)
In [262]:
NB
Out[262]:
Number_Beneficiaries Greaterthan40People_Many 40 10to20People_Many 25 NaN 25 20to30People_Many 24 30to40People_Many 23 Lessthan10People_Many 13 Name: count, dtype: int64
In [263]:
ax = sns.countplot(df6["Number_Beneficiaries"])
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
ax.set_title("Figure 10: Number of household beneficiaries in each Cohort Category", fontsize=14)
plt.show()
9.4 Size of Landscape¶
In [264]:
SIZE = df6['Size'].value_counts(dropna=False)
In [265]:
SIZE
Out[265]:
Size Lessthan4Lima_Size 48 Greaterthan16Lima_Size 40 NotApplicable_Size 31 4to8Lima_Size 13 NaN 10 8to12Lima_Size 5 12to16Lima_Size 3 Name: count, dtype: int64
In [266]:
ax = sns.countplot(df6["Size"])
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
ax.set_title("Figure 11: Number of beneficiaries in each Land Size Category", fontsize=14)
plt.show()
9.5 Represing Others¶
It looks at those representing one house and more
In [267]:
RO = df6['Representing_Others'].value_counts(dropna=False)
In [268]:
RO
Out[268]:
Representing_Others yes 125 no 23 NaN 2 Name: count, dtype: int64
In [269]:
ax = sns.countplot(df6["Representing_Others"])
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
ax.set_title("Figure 12: Number of beneficiaries Representing Others", fontsize=14)
plt.show()
10. Reasons¶
The pandas dataframe depicts columns for the reasons to the responses to the likert scales
In [273]:
df7=df2.drop(df2.columns[[0,1,2,3,4,5,6,7,8,10,11,13,14,15,17,18,19,20,22,23,24,25,26,27,29,31,32,33,34]], axis = 1)
In [274]:
df7
Out[274]:
| Cultural_Practices_Hinder_Reason | Cultural_Aspects_Considered_Reasons | Connection_Nature_Reasons | Change_Livelihood_Easy_Reasons | Contributor_Landscape_Transformation_Reasons | Landscape_Depeneded_Livelihood_Reasons | |
|---|---|---|---|---|---|---|
| 0 | It has never happed before in his life time | There is no cultural history in the area | The animals can be used by the future generation as well | If the SES are taken care of they can increase in number and bring income | The trees have been depleted and it has caused reduced rainfall | He cultivates a large area of land so that some crops can be sold for a livelihood |
| 1 | There is need to harvest trees when they have fully grown the same applies to biodiversity | There is need to have power in what is being formulated so that there is ownership | How the animals can be used as an example on how people should lead their life | The SeS can be depleted thus there need to change to agriculture like goat rearing | Because i have to clear the land for agriculture to plant crops hence the landscape change | The catching of fish is the source of income in this area |
| 2 | There are no customary practices that hinder sustainable management | There are no cultural aspects | Through experiments he gains knowledge on the management of forest | Change is easier because he is the one who has decides to change | There would a reduction in the number of trees hence contributing to climate change | He depends much on agriculture the most than fish because the fish can be depleted |
| 3 | There are crop rotations made on the land when cultivating to ensure fertility of soil | At the time of getting the land for the project it comes with regulations | To use some of them for income | Because my livelihood would improve | Because it requires a huge land than the others like making charcoal | Food is the main source of livelihood thus without it there is no way to earn a living |
| 4 | There is nothing | We only follow what the chiefs and the government say | They are important in our lifes like trees they provide home for animals as well as food. In addition, improve the soil texture | There has been things like climate change affecting us thus the thought to change | Because people cut down tree for farmimg but they never use the land but he would prefer they use a small portion to leave trees as a home of willd animals | The water is used for gardening and other things |
| 5 | There is nothing | There is nothing | There improvement in the sustainable management of forests | If there is new improvement like cooking stove we can change the way of livelihood | The agriculture activities involve cutting huge land | That is a source of income as well as food for consumption |
| 6 | There is nothing | There is nothing | They are a source of income and for the future generation to see them | There can be destruction of SES | The burning of charcoal give smoke that destroys the ozone layer as well as it brings acidic rains | The farming helps in sourcing of food |
| 7 | You are allowed to cultivate an area for 3 years before shifting to another area | There are rules that along the river banks, the trees do not need to cut down | Source of income | There is need to change from cutting down to other activities | There are agriculture activities for food | That is a source of income |
| 8 | There is nothing | There is nothing | It is a source of income | There is need to change to activities that do not destroy the environment | There is no electricity thus a huge demand for energy | Thats a source of income |
| 9 | There is nothing | There is nothing | They should be kept for future generation to what is there | They can be changed through learning | It is for agriculture purposes that brings income | It is a source of livelihood |
| 10 | There is no cultural history within the community except from the governmnet | The plans were just given to us by TRALARD so there was no consideration of cultural history when formulating the projects | Thats were we get income as well as for example cattle we use it for cultivating | Because everything we use comes from natural resources like tree for building, animals for proteins | The charcoal purposes is bad because the land is left bare unlike for agriculture cutting which is replaced with other plants | It is where income comes from for a living |
| 11 | There are rules from the chiefs who ensure that harvesting period is followed as well as the period of burning the bush | There are sometimes we have to give the Chiefs from the harvest that we collect or produce that has to be accounted for | The game parks help us as a source of income in form of meat from animals and tree it is were rains can come from if they are protected | If we had kept well the projects like chicken and goats that would help to not depend on the natural resources | The cultivation of cassava requires always barren land that has never been cultivated before for it to grow well but if other crops such as beans, vegetables maize can reduce deforestation | It helps us cultivate cassava and maize, there is not much fishing activity |
| 12 | There is a norm that the bush should be burned when it is not very dry so that the bush does not completely burn and also to support quick regermination of vegetation and trees | There is nothing | There is need to keep the fish for instance fish in the ponds so that they do not get extinct | Through the fish ponds of our project | They burn down the trees that were about to shoot up | From farming we obtain food for consumption at household level |
| 13 | There are no cultural norms | At the moment we follow the laws of the government and not cultural norms | Because we are the ones who look after them on a daily basis | Because they can also improve our livelihood in future | Chitemene system for cultivation leads to deforestation than the others | There comes food for a living |
| 14 | There is nothing | There is nothing | It is a source of livelihood | As long as I have money for other livelihoods | It is a source of food for most people in the area | It is where our food security comes from |
| 15 | There is nothing | We ask from the headman to give us a place where we can keep goats in a place acceptable to traditional laws | There is need to protect nature for instance cutting down trees along the river, will lead it to drying and destruction of animals or biodiversity in the river | We want to venture into farming and that the reason why we shifted to the place we are located | Thats were we get our livelihoods | The trees bring rainfall in our area as compared to our areas |
| 16 | There is nothing | We do not know what the norms are | No answer | It is a source of income | It is the source of income | It is the source of income |
| 17 | There is nothing | There is nothing because those things ended a long time ago and the Chiefs would talk to the spirits to protect the land | For the purpose of future to meet their needs | NaN | Some times we cut trees even where we do not want to cultivate as well as burining kills animals that are necesary for making the soil fertile | The majority of people cultivate land for livelihood than depending on buying in shops |
| 18 | There are customary practices that protect the environment like the way ZAWA protects the biodiversity | There is nothing at the moment of having traditional leader doing spritual activities on the projects | They are a source of income | They can assist in having adequate water if trees are not cut as well as future general to see the natural resources | Buring can destroy the products or crops that are in the soil | If there is less rainfall it helps us as a source of water |
| 19 | He has never heard of that or learnt about it | We do not include cultural practices | The trees help us in bring rainfall | The world is becoming mordenised thus we need to adapt to the current status | The cutting down of treed can change the landscape | Thats whats is common within our area |
| 20 | There is chitemene system which is a customary practice that destroys the environment | So that the project can move well if the headman is not in the project otherwise if included it might have problems | Source of income | Thats where some of our income comes from | NaN | They are a source of traditional medicine |
| 21 | There are cultural practices to burn the bush at a certain period for harvesting | They are not included | We harvest at the right time to prevent or to management the natural resources properly | There are some sub projects that we do such as bee keeping that can be disturbed by late burning but early burning does not disturb them because the fire is not that much | The cutting down of tress destroys much because there is no regrowth | It provides water for drinking and water is life |
| 22 | The cutting down of trees along the river is not allowed | If there are no customary practices the natural resources can get destroyed | Through taking care of them | We need to change for instance we depend on water from Lulimala river and if it dries, we will not get water | For us to have income a huge area of trees has to be cut down | Water is the source of life |
| 23 | There acts of late burning that destroys the environment as the people in the communities would want to catch Catapilars for consumption or sale | No answer | Source of income | It is because we depend on natural resources thus changing is not easy | There are commercial agriculture activities that clear huge chucks of lands | It is a source of food crops and income |
| 24 | Because a long time ago people had poor management of natural but at the moment there are practice to maintain biodiversity | No answer | Source of income | I do not use natural resources | Source of income | We use them are for cultivation |
| 25 | If there are no cultural practices, the future generations will not know anything | If it is not done the product or project will not work well | They bring development such as tourism | There natural resources that are protected that cannot be accessed | For forming og food crops | Source of income |
| 26 | NaN | NaN | For income | We use them according to the accepted norms | That is the source of income | We are mostly farmers |
| 27 | The customary practices promote early burning but some people tend to burn late | We follow the customary practices but people burn late which is not inorder | The natural resources like trees give shade, medicine and we also get fresh air | Yes but we normally use natural resources somehow | There are people who plant huge areas of land for a livelihood | Thats is the sources of income for our livelihoods |
| 28 | There are no cultural practices | We do it so that our livelihood can improve | Like water is the source of life while trees are source of fresh water | We depend on agriculture and not the natural resource like forest | The animals will not have food as well as the trees would dry | He has a lot of activities that comes from water |
| 29 | The unregulated allocation of parcels of land in the forests | They are not available | NaN | NaN | For income and food crops | For food crops |
| 30 | There is nothing | We do not consider | NaN | They are are source of income | For farming activities which brings income | It is where food crops come from |
| 31 | Ba chipupila"" they have customary practices for protecting the natural resources | We just follow the historical practices of our forefathers | They are source of income | We mostly use goats and pigs in our livelihoods | The soil gets degraded and we movebto another portion of land | Thats is the source of food crops as well as income |
| 32 | There are places such as grave yard which are protected from deforestation | There cultural practices such as spririal rites done by traditional authority | NaN | So that the environment is protected and I have some business that I have | It is a source of income | The wetlands and trees have the same values in helping us such as source of traditional medicine |
| 33 | There is nothing | The accessing of land from the traditional authority who also give instructions of where to put livelihoods and not close to the water sources or resources | They are a source of income | It is easier to change because of the experience we have on the natural resources and we change in accordance to climate change | Some people burn the agriculture area because they are looking for rats. In addition, they burn food crops due to search of rats | Thats were we grow our crops for a livelihood |
| 34 | There is nothing | There is nothing | The ZAWA Officers are the ones connected to them because they look after them | No answer | The cutting down of trees destroy or change the landscape because it is for a livelihood | The livelihood we have is farming as our main stay |
| 35 | The land where the natural resources are located are owned by the traditional authority | A project cannot operate without consulting the traditional authority | NaN | They can change slowly due to low performance of the group | The trees have challenges in growung up if they are burned | It provides resources for the people in terms of wood |
| 36 | There is nothing | There is nothing | NaN | There are the livelihoods we engage in such as keeping goats and fish farming | The people who are cutting tree for charcoal destroy them such it is difficult for regeneration | We obtain food crops that assist us in our livelihood |
| 37 | Chitemene system destroys the environment | We do not do that | They are a source of income through tourism | I have some other livelihood like keeping goat chickens gardening and hiring of wedding dresses | Source of income | Water is life and it is used to water the environment for tree to grow to prevent it developing into a desert |
| 38 | There is nothing | There is nothing | NaN | We do not depend on them | The trees dry when they are burnt | It is a source of crops for food |
| 39 | I have experienced the cultural practices interfering forest management | No answer | NaN | It would be difficult but after some time it would change gradually | The fires cause a lot of damage to biodiversity as well as plants | Thats were we grow crops for our livelihoods |
| 40 | There is nothing | There is nothing | No answer | NaN | The trees get burn reducing regeneration as well as the fertility of the soil | Source of life |
| 41 | Our old parents taught us to protect the environment so that is more like a customary practice | We do not do it | They help us in being a source of food as well as water | There is need to change because the world is developing hence to move with it | The trees get destroyed when they are burnt and it is difficult for them to regenerate | When i have a portion of land then i will be cultivating in one area and thus i cannot be cutting trees |
| 42 | There is nothing | We do not do that it as it is unneccesary | Where trees are protected it leads to rainfall in the area | The keeping of goats helps in protecting the environment because the livelihood is depend on them | The cutting of trees for charcoal prevents regeneration | Thats where we get food products for our livelihoods |
| 43 | There is nothing | We do not have | They are a source of livelihood | They are a source of income | The cutting trees for charcoal requires a huge land as compared to a farm which will be only one partition of land | Water is life |
| 44 | There is nothinhg | Sometimes we discuss locally how the animals are going to be looked after | NaN | So that the government can support us in turn we protect the environment | The small biodiversity are destroyed by fire | Water is life |
| 45 | We do not have any traditional practices but it is only the government that guides us on what we should do | We do not have anything | Somehow but more to protect them | I only use domesticated animals | Burning destroys the trees | Water is life |
| 46 | There are rules that are made which are customary practices that should be followed | We always follow the laws that are taught to us | They help in a lot of things such as the air we breath | If there are people who are teaching you there are new things that you learn | The fire burns the trees and it leads them to dry | No answer |
| 47 | There are places that they do not allow cutting trees as well as cutting down fruit bearing trees | We do not do it | They protect us for instance trees protect from wind and they bring fresh air as well as prevent rivers from drying | Some things are difficult to look after for instance honey from bee or mushrooms which may be difficult to find | The people cutting huge chucks of land for cultivation of crops | That is where crops and income comes from |
| 48 | NaN | NaN | NaN | NaN | NaN | NaN |
| 49 | If there is no protection of the environment the resources can be depleted | We can destroy the environment if there are no customary practices | NaN | If it is the protected resources we can change | When burning there are a lot of things like snakes, houses and other important biodiversity that are destroyed | Thats were we get food that we eat |
| 50 | There is nothing | There is nothing | NaN | We do not use them | That is the source of livelihood | Source of livelihood |
| 51 | There is nothing | There is nothing or traditional practices because long time it was the duty of the traditional authority but now it is the government responsibility | NaN | As long as there is help from the government | Thats is the source of food crops | Life is water |
| 52 | There is nothing, the SES are looked after the game park officers or officers mandated to do so | NaN | NaN | So that that we can do farming | Because people are just cutting the trees anyhow | Water is life for evryone to drink |
| 53 | There is no cutting of trees anyhow | We do not include | NaN | The project we have can help us improve our livelihoods | The cutting of trees for charcoal finishes trees than others | That were our income and food crops come from |
| 54 | There is nothing | There is nothing | NaN | There are things of just learning more in what we are already doing | NaN | Where there are trees it rains much as well as the soil is fertile |
| 55 | They teach us to protect the environment through preventing Chitemene system | NaN | NaN | NaN | The burning destroys the fertility of the soil | Water is life |
| 56 | We always teach people or community on how to protect the environment | They cannot be changed because we would like to have the environment protected for our generation to see them in future | Thats where we get honey from the bees hive for us to have a lot of money | We can change the ways of depending on cutting tree so that we focus on producing honey for our livelihoods | NaN | Thats were we get foods crops for our survival |
| 57 | There is nothing | Previously people used to cut trees anyhow but now there is change | NaN | We have a knowledge that makes us act in the certain way currently and in future we might have new knowledge that would make us act in a different way from the initial one | That the reason we were told to start doing conservation farming which entails farming in the same locality | NaN |
| 58 | There is nothing | We do not | NaN | We are earning from natural resources so that we can develop | Chitemene systems and burning have been disallowed | Each and every individual depend on agriculture land |
| 59 | There is nothing | The cultural aspects are considered because they are within the CFMG | NaN | The change is easier because it is depent on the people and it can be easily changed | It is the main purpose we do for our livelihood | NaN |
| 60 | There is nothing | NaN | NaN | NaN | NaN | NaN |
| 61 | NaN | NaN | NaN | NaN | NaN | NaN |
| 62 | There is nothing | There is nothing | Thats where we get free air and traditional medicine and most of our livelihood depend on the natural resources | There are other livelihoods we plan for such as small livestock in the CFMG as well as gardens | The fire destroys a lot of things such as the air we breathe, the soil fertility, small animals and plants | Water is life thus if there is no water all the plants will dry |
| 63 | The traditional way of management has been stopped but the government has taken over the management of forest and biodiversity | NaN | NaN | NaN | The land cultivated is done on a big land that transforms the landscapes | NaN |
| 64 | They normally give rules on how to protect the environment | NaN | NaN | We do not have money for protection of the environment and we have not yet had money from the carbon trade and we have been waiting for it for long time now | We want to reduce the burning of the areas because it destroys the environment | NaN |
| 65 | The traditional methods of harvesting such as poaching, burning and cutting down of trees | NaN | NaN | If there are other sources of earning a living | That is the main stay of living | NaN |
| 66 | There is no cultural aspects that hinder due to the community management forest intervention and practices such as catching rats may cause disturbances to the environment | Even the Bible says do not forget your roots | NaN | Through management of the forest and through capacity buildiing | The fire destroys the flowers for the production of honey which is reduced | That is the source of mushrooms, catapilars if the forests are protected well where she is working as a honarary officer |
| 67 | There is nothing | We do not include it in our aspect | For instance , fish that is caught brings income or source of food as well as trees bring rainfall indirectly | It is a challenge to change because there are always up and downs when changing from one situtation to the other | The people that make charcoal cut down trees that are fresh and they cut a huge area | Water is life and is used in every situation such as cultivation, watering gardens |
| 68 | There are people who cut down trees thus leading the wild animals lacking where to sleep or shelter | We always follow what we are told | NaN | NaN | NaN | It brings us food as well as income |
| 69 | I have no idea | NaN | NaN | NaN | NaN | NaN |
| 70 | A long time there was ""malende"" which used to protect the tree but at the moment it is not taking place | We have to consider it because if it is not the projects would not work well for instance in Livingstone the community destroyed the cultural activities of northwestern because they came from a different region | NaN | There is climate change that forces to change the livelihoods | It destroys a lot of biodiversity such as eggs of birds and snakes | During floods cattle go to the forest areas where they graz |
| 71 | There are practices such called ""Malende"" that protect certain areas that prohibit trees from being cut down | There is nothing | NaN | We only depend on domecticated animals | Their livelihood depends on the activities of charcoal burning | Thats where we get our food from |
| 72 | There is nothing | The Borehole cannot be sank near the grave yard and when there is funeral in the community you cannot hold a meeting in the village | NaN | As long as there is support from somewhere | The animals are always grazing through the vegetation and there is no room given to plants to sprout out | Because am a farmer |
| 73 | NaN | NaN | NaN | NaN | NaN | NaN |
| 74 | There are Hynas that eat our livestocks but when we kill them we are in conflict with ZAWA Officers | There is nothing included | NaN | If there are resources we can change the livelihood | When the trees are cut for charcoal, the stem dies and no replacement for it | That is where we farm the products |
| 75 | There is nothing | NaN | NaN | As long as we have no where to depend on for our livelihoods | Fire destroys everything than the others because even the biodiversity get killed | Thats where we get food crops |
| 76 | The ownership of land by Chief in the river gives them power to destroy the area by giving it out for cultivation activities | The groups have their own mission like our group we give money to the orphans from the profit we make | NaN | If have have enough water inland than depeneding on the river shores for cultivation purposes then the livelihoods would change | The fires cuts across a huge area and kills everything on it way | Thats where we get food crops |
| 77 | There is nothing | Nothing is considered | NaN | Thing are evolving thus I cannot be stagnant | Most of the land is used for agriculture purposes and cutting is done at a large scale | That where we get most of the food crops and livelihood is dependent on it |
| 78 | I have not heard of anything like that | NaN | NaN | Because am used to it | NaN | It destroys life and it is difficult to regenerate |
| 79 | There cultural practices of that can prevent rains from falling if the ""Malende"" has been disturbed | We do not do it | NaN | As long as we are helped with altrenative livelihoods | Burning destroys life and everything in it | Our livelihood is based on farming |
| 80 | There are bad fishing methods as well as people settling in the game parks | There is nothing | NaN | We are trying to shift to make gardens for our livelihoods | The fire destroys almost everything | They are a source of source of livelihood |
| 81 | There is nothing that i know that can hinder | We do not do it | NaN | When changing to another lifestyle it means that you are starting a new life | It causes soil erossion | That where we get food crops for our livehoods |
| 82 | There is nothing | Nothing is considered | NaN | The way things of climate change are it calls for changes | The agriculture activities is about uprooting the tree thus distruction of the environment | The area for farming are found in the forest areas |
| 83 | There is nothing | There is nothing | NaN | As long as there are different alternative livelihoods | The burning covers a huge area and kills all the biodiversity on it ways | That where our cattle graze |
| 84 | NaN | NaN | NaN | NaN | NaN | NaN |
| 85 | There is nothing | We do not | NaN | Yes because we are depending of the catle we are looking after thus it is easy to change | The making of charcoal mainly focuses on big trees that make a desert in the area | That is where we cultivate as a source of food crops while game parks help's we depend on the ZAWA Officers to give out resources |
| 86 | I do not know | NaN | NaN | If there is no profit in one livelihood I can change to another type of livelihood | It destroys the tree if everyone was to cutting trees for energy | We are farmers by nature |
| 87 | There is nothing | Not included | NaN | It is not easy but it is important to change because of climate change where you have to change without taking alternative | When trees are cut for charcoal it takes time to grow thus causing climate change and in turn affecting our main livelihood of agriculture | Thats a source of food crops |
| 88 | There is nothing | NaN | NaN | Our livelihood depends on farming as our main activities | NaN | Thats were food comes from |
| 89 | There is no such things | We do not include | NaN | Changing is difficult but when you get used it is fine | If the trees are cut the environment would be destroyed and the air quality would be bad | Thats where we get food for eating or our livelihood |
| 90 | There is nothing | There is nothing included | NaN | Because we are always depending on farming thus a change would lead us to access through that we do not have currently | When you cut trees the rainfall will reduce that will lead to animals dying of thirst | Where we cultivate, that is were we get crops |
| 91 | There is nothing | There is nothing | NaN | We are always focused in agriculture thus it is a little bit difficult to change | There is no clear law that prevents people from being scared of burning the bush | That is were food and income come from to help us |
| 92 | There is nothing | No answer | NaN | No answer | NaN | Thats where we get maize our staple food from farming |
| 93 | NaN | NaN | NaN | I would prefer to shift to gardening that other activities | NaN | We are keeping birds and gardening thus the forest can be protected as well as the animals |
| 94 | Thee is nothing | NaN | NaN | If the change leads to a better life it can be easy | NaN | That were we are found |
| 95 | There is lack of support to the WDCS and CRB to the local community to protect the environment. The licenses are given to investors to cut down trees but the community do not benefit from the sale of the trees but the only tradition authority benefits | They are considered because the thatched roof, using poles for the cattle craw are some of the cultural aspects that are difficult to change unless people have enough money | NaN | If there are some guidelines to assist in changing the livelihood | The huge land is cleared for gardens | Source of food crops |
| 96 | There is nothing | Not included | NaN | It is but currently there is drought thus difficult to change | It is a continuous process of cutting tree for charcoal thus it destroys the landscape | The wetlands are dry thus, we depend on agriculture for food crops |
| 97 | There is nothing | Nothing | NaN | I do not know because the livelihood I would change might be worse than the current one | The rainfall will reduce and there would be too much wind as well as climate change | Thats where get crops for food |
| 98 | There is nothing | Nothing | NaN | It can be changed with dependency to climate change | When the trees are reduced we are going to have a problem with the rainfall | That were food is gotten and a borehole can be sank |
| 99 | NaN | NaN | NaN | NaN | NaN | NaN |
| 100 | Some people still want to lead a life of hunting and the use of mosquito nets for catching fish | The project is bettering our lives | NaN | As long as there are more advantages than disadvantages as well as technology allow it to be done | There are a lot of famers thus it is the major contributor | Animals graze in the forest and wetland and houses are made from trees from the forest |
| 101 | NaN | NaN | NaN | NaN | NaN | We are farmers |
| 102 | NaN | NaN | NaN | But we only depend on the forest and wetlands | Source of livelihood such as crops | Thats were our animals feed |
| 103 | The traditional leaders prohibit people from making decision and some sell the land to people that lead to destruction of the environment even if people do not agree with the headman. The headman say it is his land and he can sell it to whom he wants | There is nothing | NaN | The natural resources were given to us by God and we depend on roots from trees for medicine and other fruits | NaN | The animals graze in the wetlands as well as in the forest |
| 104 | There is nothing | They are under the control of the Chief who can make changes to them | NaN | If we are changing to the better one | We are farmers | Thats were we get our income |
| 105 | There is nothing | NaN | NaN | Life is hard due to high cost of commodities | The animals can have problems where to find food | Everything comes from agriculture |
| 106 | There is nothing | There is nothing that is included | NaN | We have only one activity that we do here such as farming thus changing is difficult | When you burn the bush it destroys both the tree and as well as the animals | It is where we farm our crops |
| 107 | There is a hill called ""Omba"" that releases smoke indicating that particular year there would be rainfall and evergthing would be fine in regards to rainfall | They are not taken into consideration | NaN | Our livelihood is just based on farming | The burning makes the trees dry as well as young animals get killed | Water is a source of life for our animals such as cattle |
| 108 | Some cultural activities such as getting roots from the trees for medicine can destroy the trees | The project can be destroyed because of culture | NaN | We always use products from the forest | The fire distroys almost everything even birds in the forest are destroyed | We are farmers by nature |
| 109 | NaN | NaN | NaN | Our livelihood is difficult at the moment because of climate change | We are in a tradition of cultivation, if not we cannot survive as it is our tradition but burning destroys a lot of things hence a major contributor | We are farmers by nature in southern province |
| 110 | Only in not following the laws | When we have been taught | NaN | NaN | NaN | Thats were we get income from |
| 111 | NaN | NaN | NaN | There is a problem with the boreholes | NaN | NaN |
| 112 | There is nothing | There is nothing | NaN | There is no problem thus we cannot change | The burning of the bush destroys the environment | Water is life because our cattle drink water from the wetlands |
| 113 | There is nothing | NaN | NaN | NaN | The animals depend on grass thus if burnt the animals would die | Water is life and our domesticated animals need water and we depend on the animals |
| 114 | Our culture is that for someone to live well needs to cultivate a huge parcel of land thus leading to cutting down of the trees | We do not | NaN | It is not easy but it is a good thing | we depend on farming for our livelihood | Thats where we get our food crops |
| 115 | There is nothing | The traditional leaders have to accept that a certain project has to be done on a specific place | NaN | The person can not change unless the person is shown what to do | For charcoal, people burn big tree that destroys the habitat for animals | Thats where we get food crops and income |
| 116 | NaN | NaN | NaN | NaN | NaN | NaN |
| 117 | NaN | There is nothing | NaN | We can not manage to live without depending on the forest like our craw we use the trees | NaN | From agriculture we get food crops and income |
| 118 | No response | The projects are not associated with the cultural aspects | NaN | The way we live we adapt any environment like now we have climate change thus we have adapted to challenges | Anyone who burns the bush would burn the forest because there are no fire guards to prevent the forest from being burnt | That is the major activity around this area |
| 119 | There is nothing | Thee is nothing | NaN | NaN | If there is knowledge on how to protect the environment and people are doing things without any knowledge to protect the environment thus there is need to protect it | From there we have food crops |
| 120 | There is nothing | There is nothing | NaN | NaN | The grass for grazing animals would be destroyed | Thats were we get food for our living |
| 121 | NaN | We do not | It is only the starting point that is difficult to change because in needs finances | It destroys the food for the elephants on which it depends after it has been burnt | Thats where we get food crops | |
| 122 | There is nothing | NaN | NaN | Because i do not have the livelihood am shifting to | Fire destroys the habitat of animals | We are farmers |
| 123 | There is nothing | NaN | NaN | NaN | The animals feed on the grass and when the grass is burnt the animals come into the community to disturb | Thats where we get food |
| 124 | There is nothing | Not considered | NaN | We have our livelihoods | It burns the destroys the habitat of the animals | We are more into farming |
| 125 | There is nothing | There is nothing | NaN | If we find someone to assist us we can change | Cutting down trees comes with it strong wind | We are farmers |
| 126 | NaN | NaN | NaN | Am not sure of the future thus i cannaot change | NaN | Thats where food comes from |
| 127 | There is nothing | There is nothing | NaN | It is a challenge | NaN | We are farmers |
| 128 | There is nothing | There is nothing | NaN | The firewood we depend on is from trees thus it is a challenge to change. Agriculture means cutting down trees and building houses depends on the trees. Also, the piggery project that is been done does not have market thus the project is not effective | Thats is where our food comes from | Thats were we have our animals graze |
| 129 | The Chiefs have been asking people to stop living along the river banks and using mosquito net to fish but the communities are not adhearing | It is because the project does not come through BRE | NaN | It is difficult because we do not have money and the pigs we are keeping it is a challenge looking after them and most of them die | Cutting down trees to make garden""matema"" meaning the trees will not be replaced. | When the floods go they leave moisture thats helps people grow their crops |
| 130 | NaN | They are not part of the project | NaN | NaN | Fire burns everything in terms of life | Thats where we grow our food crops |
| 131 | There is nothing | We do not | NaN | The person leading a better life he cannot change | The fire destroys the grazing grass for the animals | In the wetlands is where we cultivate rice as well as get water for watering the gardens |
| 132 | There is nothing | NaN | NaN | If we have the knowledge to use thing that have been given to us by the government and live a good life | People are always burning the bush without any control | That is were we get food for eating |
| 133 | There is nothing | We do not | NaN | If there is a law that ask us to change we can do it | It destroys all life | Thats were we grow crops |
| 134 | There is nothing | Nothing | NaN | As long as I have help from somewhere | Fire burns the whole area | Thats were we get food |
| 135 | There is nothing | We do not | NaN | It is easier after a long time or process | Burning kills at lot of things and biodiversity | Thats where our food crops come from |
| 136 | There is nothing | There is nothing | NaN | Am at an old age thus i cannot change my livelihood | The trees cut are a lot thus it distructs a lot | Thats where food crops comes from |
| 137 | There is nothing | We do not because we only follow the teachings | NaN | As long as we have what to use to change them | When the trees are cut, they do not grow again | Thats where we get our food crops |
| 138 | There is nothing | The cultural aspects are not included | NaN | I have limited responsibility thus it is easy to change | The cutting down tree brings drought | Thats where we get food crops |
| 139 | There is nothing | The cultural aspects are not included | NaN | I just have to continue trying | The trees had been cut in our area and possing a treat of strong winds | We are farmers of rice |
| 140 | There is nothing | We do not | NaN | This period is of climate change that calls for different way of doing things | When it rains the water just flows due to lack of trees to block them | That were we get our food crops |
| 141 | NaN | We included the induna | NaN | If am empowered, it is easy | It can lead to climate due lack of trees | We cultivate in the flood plains were we can and that is where animals graze |
| 142 | There is nothing | No we do not | NaN | If you use the knowledge adquately it is easier | The animals will not have where to graz thus make them move long distance to find pastures | Thats where we get food from |
| 143 | There is nothing | They are not included | NaN | As long as there is need for me to change as well as climate change | The rainfall is back up by green vegetation thus when burnt there will be less rainfall | We are farmers |
| 144 | There is nothing | We do not include | NaN | It is easier as long as there is commitment | When the trees get burnt, they dry and thats the reason we have less rainfall | That is where we get our crops from |
| 145 | NaN | NaN | NaN | NaN | NaN | NaN |
| 146 | There is nothing | Only the indunas that send the representative to learn and they accept the project in the community | NaN | The person can make a decision through looking back to what he or she has done so as to make corrective measures | They use Chitemene system of just cutting trees for charcoal | We farmers |
| 147 | There is nothing | There is nothing | NaN | As long as you are committed | The trees that are cut and made into charcoal, the trunks or stems do not grow | Thats where we get food and money |
| 148 | There is nothing | There is nothing | NaN | It is difficult but as long as you follow what you have been taught you can change | It destroys everything on its ways | That were our food crops are found |
| 149 | There is nothing | We do not do it | NaN | As long as I have the capacity to do so | It destroys everything on its path | Thats where we plant maize and rice |
10.1 Reasons for Cultural Practices Hidering¶
The reasons for cultural practices that hinder transfromation
In [275]:
lemmatizer = WordNetLemmatizer()
CPH = df7['Cultural_Practices_Hinder_Reason'].str.lower().str.cat(sep=' ')
CPH_words = nltk.tokenize.word_tokenize(CPH)
CPH_filtered_tokens = [word for word in CPH_words if len(CPH_words) >= 4]
CPH_lemmatized_words = [lemmatizer.lemmatize(word) for word in CPH_filtered_tokens]
CPH_token_counts = Counter(CPH_lemmatized_words)
CPH_columns = pd.DataFrame(CPH_token_counts.most_common(67),
columns = ['Word', 'Frequency'])
print(CPH_columns)
Word Frequency 0 there 104 1 is 94 2 the 74 3 nothing 74 4 to 35 5 are 26 6 that 25 7 of 25 8 a 20 9 practice 16 10 tree 15 11 '' 14 12 not 13 13 environment 12 14 no 11 15 and 11 16 people 11 17 cultural 9 18 but 9 19 it 8 20 in 8 21 for 8 22 from 8 23 protect 8 24 have 7 25 customary 7 26 land 7 27 community 7 28 down 7 29 do 7 30 management 6 31 cutting 6 32 such 6 33 ha 5 34 they 5 35 be 5 36 or 5 37 traditional 5 38 i 5 39 we 5 40 can 5 41 when 4 42 biodiversity 4 43 on 4 44 area 4 45 well 4 46 burning 4 47 bush 4 48 which 4 49 if 4 50 some 4 51 forest 4 52 `` 4 53 time 3 54 hinder 3 55 rule 3 56 chief 3 57 harvesting 3 58 period 3 59 should 3 60 so 3 61 burn 3 62 like 3 63 he 3 64 chitemene 3 65 system 3 66 destroys 3
In [276]:
lemmatizer = WordNetLemmatizer()
CAC = df7['Cultural_Aspects_Considered_Reasons'].str.lower().str.cat(sep=' ')
CAC_words = nltk.tokenize.word_tokenize(CAC)
CAC_filtered_tokens = [word for word in CAC_words if len(CAC_words) >= 4]
CAC_lemmatized_words = [lemmatizer.lemmatize(word) for word in CAC_filtered_tokens]
CAC_token_counts = Counter(CAC_lemmatized_words)
CAC_columns = pd.DataFrame(CAC_token_counts.most_common(67),
columns = ['Word', 'Frequency'])
print(CAC_columns)
Word Frequency 0 the 73 1 not 52 2 is 51 3 we 47 4 there 45 5 nothing 39 6 do 36 7 to 23 8 are 23 9 it 17 10 project 15 11 that 13 12 of 13 13 cultural 12 14 have 11 15 can 11 16 included 11 17 they 11 18 no 10 19 in 10 20 a 10 21 because 10 22 traditional 8 23 aspect 7 24 follow 7 25 practice 7 26 and 6 27 be 6 28 if 6 29 our 6 30 for 5 31 from 5 32 include 5 33 considered 5 34 what 4 35 so 4 36 chief 4 37 give 4 38 or 4 39 answer 4 40 authority 4 41 at 3 42 time 3 43 land 3 44 only 3 45 government 3 46 u 3 47 when 3 48 law 3 49 place 3 50 would 3 51 well 3 52 customary 3 53 destroyed 3 54 done 3 55 but 3 56 people 3 57 change 3 58 community 3 59 history 2 60 need 2 61 come 2 62 with 2 63 say 2 64 , 2 65 tree 2 66 cut 2
In [277]:
lemmatizer = WordNetLemmatizer()
CoN = df7['Connection_Nature_Reasons'].str.lower().str.cat(sep=' ')
CoN_words = nltk.tokenize.word_tokenize(CoN)
CoN_filtered_tokens = [word for word in CoN_words if len(CoN_words) >= 4]
CoN_lemmatized_words = [lemmatizer.lemmatize(word) for word in CoN_filtered_tokens]
CoN_token_counts = Counter(CoN_lemmatized_words)
CoN_columns = pd.DataFrame(CoN_token_counts.most_common(67),
columns = ['Word', 'Frequency'])
print(CoN_columns)
Word Frequency 0 a 27 1 of 27 2 the 25 3 they 17 4 source 17 5 income 15 6 to 13 7 for 13 8 are 12 9 in 10 10 tree 9 11 is 8 12 we 8 13 them 7 14 and 7 15 well 6 16 it 6 17 animal 5 18 get 5 19 u 5 20 from 5 21 future 4 22 on 4 23 , 4 24 there 4 25 help 4 26 instance 4 27 protect 4 28 bring 4 29 air 4 30 can 3 31 be 3 32 generation 3 33 lead 3 34 life 3 35 through 3 36 management 3 37 like 3 38 food 3 39 thats 3 40 need 3 41 fish 3 42 livelihood 3 43 river 3 44 or 3 45 rainfall 3 46 natural 3 47 resource 3 48 fresh 3 49 water 3 50 where 3 51 used 2 52 how 2 53 example 2 54 should 2 55 their 2 56 forest 2 57 use 2 58 our 2 59 were 2 60 protected 2 61 that 2 62 because 2 63 one 2 64 look 2 65 after 2 66 drying 2
In [278]:
lemmatizer = WordNetLemmatizer()
CLE = df7['Change_Livelihood_Easy_Reasons'].str.lower().str.cat(sep=' ')
CLE_words = nltk.tokenize.word_tokenize(CLE)
CLE_filtered_tokens = [word for word in CLE_words if len(CLE_words) >= 4]
CLE_lemmatized_words = [lemmatizer.lemmatize(word) for word in CLE_filtered_tokens]
CLE_token_counts = Counter(CLE_lemmatized_words)
CLE_columns = pd.DataFrame(CLE_token_counts.most_common(67),
columns = ['Word', 'Frequency'])
print(CLE_columns)
Word Frequency 0 the 76 1 we 68 2 to 65 3 a 62 4 is 59 5 change 53 6 it 38 7 are 35 8 can 31 9 have 31 10 there 30 11 not 29 12 livelihood 28 13 that 28 14 of 27 15 and 23 16 on 21 17 because 20 18 if 19 19 i 18 20 in 17 21 thus 17 22 for 17 23 long 16 24 from 15 25 do 15 26 our 14 27 be 13 28 resource 13 29 use 12 30 natural 11 31 depend 11 32 difficult 11 33 climate 10 34 u 10 35 you 10 36 like 9 37 would 9 38 thing 9 39 but 9 40 need 8 41 other 8 42 tree 8 43 them 8 44 they 7 45 one 7 46 way 7 47 farming 7 48 some 7 49 changing 7 50 easy 7 51 so 7 52 goat 6 53 easier 6 54 environment 6 55 through 6 56 project 6 57 income 5 58 been 5 59 activity 5 60 well 5 61 help 5 62 keeping 5 63 forest 5 64 no 5 65 after 5 66 only 5
In [279]:
lemmatizer = WordNetLemmatizer()
CLT = df7['Contributor_Landscape_Transformation_Reasons'].str.lower().str.cat(sep=' ')
CLT_words = nltk.tokenize.word_tokenize(CLT)
CLT_filtered_tokens = [word for word in CLT_words if len(CLT_words) >= 4]
CLT_lemmatized_words = [lemmatizer.lemmatize(word) for word in CLT_filtered_tokens]
CLT_token_counts = Counter(CLT_lemmatized_words)
CLT_columns = pd.DataFrame(CLT_token_counts.most_common(67),
columns = ['Word', 'Frequency'])
print(CLT_columns)
Word Frequency 0 the 144 1 of 56 2 a 54 3 tree 47 4 it 41 5 for 40 6 to 35 7 is 33 8 are 31 9 and 26 10 destroys 24 11 that 20 12 animal 19 13 cutting 18 14 land 16 15 charcoal 16 16 there 15 17 burning 15 18 cut 14 19 we 14 20 fire 14 21 in 13 22 when 13 23 huge 12 24 people 12 25 they 12 26 burn 12 27 on 12 28 because 11 29 , 11 30 area 11 31 have 10 32 agriculture 10 33 down 10 34 food 10 35 thus 10 36 crop 9 37 would 9 38 well 9 39 income 9 40 source 9 41 livelihood 9 42 lot 9 43 not 8 44 be 8 45 will 8 46 burnt 8 47 everything 8 48 rainfall 7 49 if 7 50 get 7 51 our 7 52 soil 7 53 biodiversity 7 54 plant 6 55 change 6 56 activity 6 57 no 6 58 which 6 59 can 6 60 destroyed 6 61 environment 6 62 been 5 63 landscape 5 64 such 5 65 dry 5 66 them 5
In [280]:
lemmatizer = WordNetLemmatizer()
LDL = df7['Landscape_Depeneded_Livelihood_Reasons'].str.lower().str.cat(sep=' ')
LDL_words = nltk.tokenize.word_tokenize(LDL)
LDL_filtered_tokens = [word for word in LDL_words if len(LDL_words) >= 4]
LDL_lemmatized_words = [lemmatizer.lemmatize(word) for word in LDL_filtered_tokens]
LDL_token_counts = Counter(LDL_lemmatized_words)
LDL_columns = pd.DataFrame(LDL_token_counts.most_common(67),
columns = ['Word', 'Frequency'])
print(LDL_columns)
Word Frequency 0 we 63 1 is 54 2 food 51 3 a 46 4 the 43 5 crop 38 6 thats 38 7 where 37 8 of 34 9 our 33 10 get 29 11 for 28 12 source 25 13 and 25 14 that 24 15 water 23 16 from 23 17 are 22 18 were 21 19 it 20 20 income 18 21 in 16 22 life 16 23 livelihood 15 24 come 13 25 farmer 12 26 area 10 27 to 10 28 animal 9 29 on 8 30 well 8 31 there 7 32 farming 7 33 forest 7 34 can 6 35 be 6 36 help 6 37 u 6 38 cultivate 6 39 tree 6 40 wetland 6 41 grow 6 42 agriculture 5 43 thus 5 44 , 5 45 have 5 46 graze 5 47 land 4 48 living 4 49 they 4 50 depend 4 51 cattle 4 52 he 3 53 fish 3 54 much 3 55 because 3 56 no 3 57 used 3 58 maize 3 59 activity 3 60 people 3 61 if 3 62 such 3 63 i 3 64 flood 3 65 found 3 66 by 3
11. Specific Variables¶
11.1 Main Project and Cultural Practices¶
The responses are grouped in line with the main projects
There is also the grouping of responses of those that agreed and storngly agreed in one dataframe as well as those whose responses were strongly disagreed and disagreed
The text responses in form of reasons are tokenized and lammentized
In [281]:
CPH_grouped = df2.groupby('Name_Main_Project')['Cultural_Practices_Hinder'].value_counts(dropna=False)
In [282]:
CPH_grouped
Out[282]:
Name_Main_Project Cultural_Practices_Hinder
EbA_CENTRAL_MUCHINGA_LUAPULA Strongly_Agree_Likert 2
Strongly_Disagree_Likert 1
Ecosystem Conservation_NORTH_WESTERN Strongly_Disagree_Likert 5
Strongly_Agree_Likert 2
NaN 2
Agree_Likert 1
Disagree_Likert 1
PIN_WESTERN Strongly_Disagree_Likert 5
NaN 1
SCRALA_SOUTHERN_WESTERN_NORTHEN Disagree_Likert 11
Strongly_Disagree_Likert 9
Agree_Likert 5
Strongly_Agree_Likert 2
Undecided_Likert 2
NaN 1
SCReBS_WESTERN Strongly_Disagree_Likert 14
Agree_Likert 1
SCRiKA_LS Strongly_Disagree_Likert 20
Disagree_Likert 6
NaN 6
Agree_Likert 5
Strongly_Agree_Likert 5
Undecided_Likert 2
TRALARD_LNM Strongly_Disagree_Likert 16
Strongly_Agree_Likert 10
Agree_Likert 8
Disagree_Likert 4
NaN 2
Name: count, dtype: int64
In [283]:
CPH_grouped1 = pd.DataFrame(CPH_grouped)
In [284]:
CPH_grouped1
Out[284]:
| count | ||
|---|---|---|
| Name_Main_Project | Cultural_Practices_Hinder | |
| EbA_CENTRAL_MUCHINGA_LUAPULA | Strongly_Agree_Likert | 2 |
| Strongly_Disagree_Likert | 1 | |
| Ecosystem Conservation_NORTH_WESTERN | Strongly_Disagree_Likert | 5 |
| Strongly_Agree_Likert | 2 | |
| NaN | 2 | |
| Agree_Likert | 1 | |
| Disagree_Likert | 1 | |
| PIN_WESTERN | Strongly_Disagree_Likert | 5 |
| NaN | 1 | |
| SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | 11 |
| Strongly_Disagree_Likert | 9 | |
| Agree_Likert | 5 | |
| Strongly_Agree_Likert | 2 | |
| Undecided_Likert | 2 | |
| NaN | 1 | |
| SCReBS_WESTERN | Strongly_Disagree_Likert | 14 |
| Agree_Likert | 1 | |
| SCRiKA_LS | Strongly_Disagree_Likert | 20 |
| Disagree_Likert | 6 | |
| NaN | 6 | |
| Agree_Likert | 5 | |
| Strongly_Agree_Likert | 5 | |
| Undecided_Likert | 2 | |
| TRALARD_LNM | Strongly_Disagree_Likert | 16 |
| Strongly_Agree_Likert | 10 | |
| Agree_Likert | 8 | |
| Disagree_Likert | 4 | |
| NaN | 2 |
In [285]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert", "NaN"]
ax = sns.barplot(data = CPH_grouped1, x="count", y="Name_Main_Project", hue="Cultural_Practices_Hinder", hue_order=hue_order, legend=True)
ax.set_title("Figure 13: Number of Responses on cultural Practices Hindering Sustainable Management of SES in the Main Projects", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
In [117]:
agreement_levels = ["Agree_Likert", "Strongly_Agree_Likert"]
CPH_R = df2[df2["Cultural_Practices_Hinder"].isin(agreement_levels)]
In [118]:
CPH_R1 = CPH_R.drop(CPH_R.columns[[0,1,2,3,4,6,7,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
CPH_R1grouped = CPH_R1.groupby('Name_Main_Project')['Cultural_Practices_Hinder']
CPH_R1
Out[118]:
| Name_Main_Project | Cultural_Practices_Hinder | Cultural_Practices_Hinder_Reason | |
|---|---|---|---|
| 1 | TRALARD_LNM | Strongly_Agree_Likert | There is need to harvest trees when they have fully grown the same applies to biodiversity |
| 3 | TRALARD_LNM | Strongly_Agree_Likert | There are crop rotations made on the land when cultivating to ensure fertility of soil |
| 7 | TRALARD_LNM | Strongly_Agree_Likert | You are allowed to cultivate an area for 3 years before shifting to another area |
| 11 | TRALARD_LNM | Strongly_Agree_Likert | There are rules from the chiefs who ensure that harvesting period is followed as well as the period of burning the bush |
| 12 | TRALARD_LNM | Strongly_Agree_Likert | There is a norm that the bush should be burned when it is not very dry so that the bush does not completely burn and also to support quick regermination of vegetation and trees |
| 17 | TRALARD_LNM | Strongly_Agree_Likert | There is nothing |
| 19 | TRALARD_LNM | Strongly_Agree_Likert | He has never heard of that or learnt about it |
| 22 | TRALARD_LNM | Strongly_Agree_Likert | The cutting down of trees along the river is not allowed |
| 23 | EbA_CENTRAL_MUCHINGA_LUAPULA | Strongly_Agree_Likert | There acts of late burning that destroys the environment as the people in the communities would want to catch Catapilars for consumption or sale |
| 24 | TRALARD_LNM | Agree_Likert | Because a long time ago people had poor management of natural but at the moment there are practice to maintain biodiversity |
| 25 | TRALARD_LNM | Strongly_Agree_Likert | If there are no cultural practices, the future generations will not know anything |
| 27 | TRALARD_LNM | Strongly_Agree_Likert | The customary practices promote early burning but some people tend to burn late |
| 29 | EbA_CENTRAL_MUCHINGA_LUAPULA | Strongly_Agree_Likert | The unregulated allocation of parcels of land in the forests |
| 31 | TRALARD_LNM | Agree_Likert | Ba chipupila"" they have customary practices for protecting the natural resources |
| 32 | TRALARD_LNM | Agree_Likert | There are places such as grave yard which are protected from deforestation |
| 35 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | The land where the natural resources are located are owned by the traditional authority |
| 37 | TRALARD_LNM | Agree_Likert | Chitemene system destroys the environment |
| 39 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | I have experienced the cultural practices interfering forest management |
| 41 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Agree_Likert | Our old parents taught us to protect the environment so that is more like a customary practice |
| 46 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | There are rules that are made which are customary practices that should be followed |
| 47 | TRALARD_LNM | Agree_Likert | There are places that they do not allow cutting trees as well as cutting down fruit bearing trees |
| 49 | TRALARD_LNM | Agree_Likert | If there is no protection of the environment the resources can be depleted |
| 53 | TRALARD_LNM | Agree_Likert | There is no cutting of trees anyhow |
| 55 | TRALARD_LNM | Agree_Likert | They teach us to protect the environment through preventing Chitemene system |
| 56 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Agree_Likert | We always teach people or community on how to protect the environment |
| 64 | Ecosystem Conservation_NORTH_WESTERN | Agree_Likert | They normally give rules on how to protect the environment |
| 65 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Agree_Likert | The traditional methods of harvesting such as poaching, burning and cutting down of trees |
| 68 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | There are people who cut down trees thus leading the wild animals lacking where to sleep or shelter |
| 71 | SCRiKA_LS | Strongly_Agree_Likert | There are practices such called ""Malende"" that protect certain areas that prohibit trees from being cut down |
| 74 | SCRiKA_LS | Agree_Likert | There are Hynas that eat our livestocks but when we kill them we are in conflict with ZAWA Officers |
| 76 | SCRiKA_LS | Strongly_Agree_Likert | The ownership of land by Chief in the river gives them power to destroy the area by giving it out for cultivation activities |
| 79 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Agree_Likert | There cultural practices of that can prevent rains from falling if the ""Malende"" has been disturbed |
| 80 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | There are bad fishing methods as well as people settling in the game parks |
| 93 | SCRiKA_LS | Agree_Likert | NaN |
| 95 | SCRiKA_LS | Agree_Likert | There is lack of support to the WDCS and CRB to the local community to protect the environment. The licenses are given to investors to cut down trees but the community do not benefit from the sale of the trees but the only tradition authority benefits |
| 100 | SCRiKA_LS | Strongly_Agree_Likert | Some people still want to lead a life of hunting and the use of mosquito nets for catching fish |
| 101 | SCRiKA_LS | Agree_Likert | NaN |
| 103 | SCRiKA_LS | Agree_Likert | The traditional leaders prohibit people from making decision and some sell the land to people that lead to destruction of the environment even if people do not agree with the headman. The headman say it is his land and he can sell it to whom he wants |
| 108 | SCRiKA_LS | Strongly_Agree_Likert | Some cultural activities such as getting roots from the trees for medicine can destroy the trees |
| 114 | SCRiKA_LS | Strongly_Agree_Likert | Our culture is that for someone to live well needs to cultivate a huge parcel of land thus leading to cutting down of the trees |
| 129 | SCReBS_WESTERN | Agree_Likert | The Chiefs have been asking people to stop living along the river banks and using mosquito net to fish but the communities are not adhearing |
In [119]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CPH_R1.iterrows():
CPH_R1_filter_sentence = []
CPH_R1_sentence = row["Cultural_Practices_Hinder_Reason"]
if pd.isnull(CPH_R1_sentence):
continue
CPH_R1_sentence_cleaned = re.sub(r'[^\w\s]','',CPH_R1_sentence)
CPH_R1_words = nltk.word_tokenize(CPH_R1_sentence_cleaned)
CPH_R1_words = [lemmatizer.lemmatize(w) for w in CPH_R1_words if w.lower() not in stop_words]
CPH_R1_filter_sentence.extend(CPH_R1_words)
print(CPH_R1_filter_sentence)
['need', 'harvest', 'tree', 'fully', 'grown', 'applies', 'biodiversity'] ['crop', 'rotation', 'made', 'land', 'cultivating', 'ensure', 'fertility', 'soil'] ['allowed', 'cultivate', 'area', '3', 'year', 'shifting', 'another', 'area'] ['rule', 'chief', 'ensure', 'harvesting', 'period', 'followed', 'well', 'period', 'burning', 'bush'] ['norm', 'bush', 'burned', 'dry', 'bush', 'completely', 'burn', 'also', 'support', 'quick', 'regermination', 'vegetation', 'tree'] ['nothing'] ['never', 'heard', 'learnt'] ['cutting', 'tree', 'along', 'river', 'allowed'] ['act', 'late', 'burning', 'destroys', 'environment', 'people', 'community', 'would', 'want', 'catch', 'Catapilars', 'consumption', 'sale'] ['long', 'time', 'ago', 'people', 'poor', 'management', 'natural', 'moment', 'practice', 'maintain', 'biodiversity'] ['cultural', 'practice', 'future', 'generation', 'know', 'anything'] ['customary', 'practice', 'promote', 'early', 'burning', 'people', 'tend', 'burn', 'late'] ['unregulated', 'allocation', 'parcel', 'land', 'forest'] ['Ba', 'chipupila', 'customary', 'practice', 'protecting', 'natural', 'resource'] ['place', 'grave', 'yard', 'protected', 'deforestation'] ['land', 'natural', 'resource', 'located', 'owned', 'traditional', 'authority'] ['Chitemene', 'system', 'destroys', 'environment'] ['experienced', 'cultural', 'practice', 'interfering', 'forest', 'management'] ['old', 'parent', 'taught', 'u', 'protect', 'environment', 'like', 'customary', 'practice'] ['rule', 'made', 'customary', 'practice', 'followed'] ['place', 'allow', 'cutting', 'tree', 'well', 'cutting', 'fruit', 'bearing', 'tree'] ['protection', 'environment', 'resource', 'depleted'] ['cutting', 'tree', 'anyhow'] ['teach', 'u', 'protect', 'environment', 'preventing', 'Chitemene', 'system'] ['always', 'teach', 'people', 'community', 'protect', 'environment'] ['normally', 'give', 'rule', 'protect', 'environment'] ['traditional', 'method', 'harvesting', 'poaching', 'burning', 'cutting', 'tree'] ['people', 'cut', 'tree', 'thus', 'leading', 'wild', 'animal', 'lacking', 'sleep', 'shelter'] ['practice', 'called', 'Malende', 'protect', 'certain', 'area', 'prohibit', 'tree', 'cut'] ['Hynas', 'eat', 'livestock', 'kill', 'conflict', 'ZAWA', 'Officers'] ['ownership', 'land', 'Chief', 'river', 'give', 'power', 'destroy', 'area', 'giving', 'cultivation', 'activity'] ['cultural', 'practice', 'prevent', 'rain', 'falling', 'Malende', 'disturbed'] ['bad', 'fishing', 'method', 'well', 'people', 'settling', 'game', 'park'] ['lack', 'support', 'WDCS', 'CRB', 'local', 'community', 'protect', 'environment', 'license', 'given', 'investor', 'cut', 'tree', 'community', 'benefit', 'sale', 'tree', 'tradition', 'authority', 'benefit'] ['people', 'still', 'want', 'lead', 'life', 'hunting', 'use', 'mosquito', 'net', 'catching', 'fish'] ['traditional', 'leader', 'prohibit', 'people', 'making', 'decision', 'sell', 'land', 'people', 'lead', 'destruction', 'environment', 'even', 'people', 'agree', 'headman', 'headman', 'say', 'land', 'sell', 'want'] ['cultural', 'activity', 'getting', 'root', 'tree', 'medicine', 'destroy', 'tree'] ['culture', 'someone', 'live', 'well', 'need', 'cultivate', 'huge', 'parcel', 'land', 'thus', 'leading', 'cutting', 'tree'] ['Chiefs', 'asking', 'people', 'stop', 'living', 'along', 'river', 'bank', 'using', 'mosquito', 'net', 'fish', 'community', 'adhearing']
In [162]:
CPH_R1["Cultural_Practices_Hinder_Reason"] = CPH_R1["Cultural_Practices_Hinder_Reason"].fillna("")
CPH_R1["Cultural_Practices_Hinder_Reason"] = CPH_R1["Cultural_Practices_Hinder_Reason"].astype(str)
CPH_R1_Text = " ".join(CPH_R1["Cultural_Practices_Hinder_Reason"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CPH_R1_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Cultural Practices Hinder", loc="left", fontsize=20, pad=20)
plt.axis("off")
plt.show()
In [122]:
agreement_levels = ["Disagree_Likert", "Strongly_Disagree_Likert"]
CPH_R2 = df2[df2["Cultural_Practices_Hinder"].isin(agreement_levels)]
In [123]:
CPH_R3 = CPH_R2.drop(CPH_R2.columns[[0,1,2,3,4,6,7,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
CPH_R3grouped = CPH_R3.groupby('Name_Main_Project')['Cultural_Practices_Hinder']
CPH_R3
Out[123]:
| Name_Main_Project | Cultural_Practices_Hinder | Cultural_Practices_Hinder_Reason | |
|---|---|---|---|
| 0 | TRALARD_LNM | Disagree_Likert | It has never happed before in his life time |
| 2 | TRALARD_LNM | Strongly_Disagree_Likert | There are no customary practices that hinder sustainable management |
| 4 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing |
| 5 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing |
| 6 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing |
| 8 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing |
| 9 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing |
| 10 | TRALARD_LNM | Strongly_Disagree_Likert | There is no cultural history within the community except from the governmnet |
| 13 | TRALARD_LNM | Strongly_Disagree_Likert | There are no cultural norms |
| 14 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing |
| 15 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing |
| 16 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing |
| 18 | TRALARD_LNM | Strongly_Disagree_Likert | There are customary practices that protect the environment like the way ZAWA protects the biodiversity |
| 20 | TRALARD_LNM | Strongly_Disagree_Likert | There is chitemene system which is a customary practice that destroys the environment |
| 21 | TRALARD_LNM | Disagree_Likert | There are cultural practices to burn the bush at a certain period for harvesting |
| 28 | TRALARD_LNM | Strongly_Disagree_Likert | There are no cultural practices |
| 30 | EbA_CENTRAL_MUCHINGA_LUAPULA | Strongly_Disagree_Likert | There is nothing |
| 33 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | There is nothing |
| 34 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | There is nothing |
| 36 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | There is nothing |
| 38 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | There is nothing |
| 40 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | There is nothing |
| 42 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | There is nothing |
| 43 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | There is nothing |
| 44 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | There is nothinhg |
| 45 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | We do not have any traditional practices but it is only the government that guides us on what we should do |
| 50 | TRALARD_LNM | Disagree_Likert | There is nothing |
| 51 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing |
| 52 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing, the SES are looked after the game park officers or officers mandated to do so |
| 54 | TRALARD_LNM | Disagree_Likert | There is nothing |
| 57 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 58 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 59 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 60 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 62 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 63 | Ecosystem Conservation_NORTH_WESTERN | Disagree_Likert | The traditional way of management has been stopped but the government has taken over the management of forest and biodiversity |
| 67 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | There is nothing |
| 70 | SCRiKA_LS | Disagree_Likert | A long time there was ""malende"" which used to protect the tree but at the moment it is not taking place |
| 72 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 75 | SCRiKA_LS | Disagree_Likert | There is nothing |
| 77 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 78 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | I have not heard of anything like that |
| 81 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | There is nothing that i know that can hinder |
| 82 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 83 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 85 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 87 | SCRiKA_LS | Disagree_Likert | There is nothing |
| 88 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 89 | SCRiKA_LS | Strongly_Disagree_Likert | There is no such things |
| 90 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 91 | SCRiKA_LS | Disagree_Likert | There is nothing |
| 92 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 94 | SCRiKA_LS | Strongly_Disagree_Likert | Thee is nothing |
| 96 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 97 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 98 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 102 | SCRiKA_LS | Disagree_Likert | NaN |
| 104 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 105 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 106 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 107 | SCRiKA_LS | Strongly_Disagree_Likert | There is a hill called ""Omba"" that releases smoke indicating that particular year there would be rainfall and evergthing would be fine in regards to rainfall |
| 110 | SCRiKA_LS | Disagree_Likert | Only in not following the laws |
| 112 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 113 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 115 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 119 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | There is nothing |
| 120 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | There is nothing |
| 122 | SCReBS_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 123 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | There is nothing |
| 124 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | There is nothing |
| 125 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | There is nothing |
| 127 | SCReBS_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 128 | SCReBS_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 130 | SCReBS_WESTERN | Strongly_Disagree_Likert | NaN |
| 131 | SCReBS_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 132 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | There is nothing |
| 133 | SCReBS_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 134 | SCReBS_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 135 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | There is nothing |
| 136 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | There is nothing |
| 137 | SCReBS_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 138 | SCReBS_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 139 | SCReBS_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 140 | SCReBS_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 141 | SCReBS_WESTERN | Strongly_Disagree_Likert | NaN |
| 142 | PIN_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 143 | SCReBS_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 144 | PIN_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 146 | PIN_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 147 | PIN_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 148 | PIN_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 149 | SCReBS_WESTERN | Strongly_Disagree_Likert | There is nothing |
In [124]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CPH_R3.iterrows():
CPH_R3_filter_sentence = []
CPH_R3_sentence = row["Cultural_Practices_Hinder_Reason"]
if pd.isnull(CPH_R3_sentence):
continue
CPH_R3_sentence_cleaned = re.sub(r'[^\w\s]','',CPH_R3_sentence)
CPH_R3_words = nltk.word_tokenize(CPH_R3_sentence_cleaned)
CPH_R3_words = [lemmatizer.lemmatize(w) for w in CPH_R3_words if w.lower() not in stop_words]
CPH_R3_filter_sentence.extend(CPH_R3_words)
print(CPH_R3_filter_sentence)
['never', 'happed', 'life', 'time'] ['customary', 'practice', 'hinder', 'sustainable', 'management'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['cultural', 'history', 'within', 'community', 'except', 'governmnet'] ['cultural', 'norm'] ['nothing'] ['nothing'] ['nothing'] ['customary', 'practice', 'protect', 'environment', 'like', 'way', 'ZAWA', 'protects', 'biodiversity'] ['chitemene', 'system', 'customary', 'practice', 'destroys', 'environment'] ['cultural', 'practice', 'burn', 'bush', 'certain', 'period', 'harvesting'] ['cultural', 'practice'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothinhg'] ['traditional', 'practice', 'government', 'guide', 'u'] ['nothing'] ['nothing'] ['nothing', 'SES', 'looked', 'game', 'park', 'officer', 'officer', 'mandated'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['traditional', 'way', 'management', 'stopped', 'government', 'taken', 'management', 'forest', 'biodiversity'] ['nothing'] ['long', 'time', 'malende', 'used', 'protect', 'tree', 'moment', 'taking', 'place'] ['nothing'] ['nothing'] ['nothing'] ['heard', 'anything', 'like'] ['nothing', 'know', 'hinder'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['thing'] ['nothing'] ['nothing'] ['nothing'] ['Thee', 'nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['hill', 'called', 'Omba', 'release', 'smoke', 'indicating', 'particular', 'year', 'would', 'rainfall', 'evergthing', 'would', 'fine', 'regard', 'rainfall'] ['following', 'law'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['nothing']
In [163]:
CPH_R3["Cultural_Practices_Hinder_Reason"] = CPH_R3["Cultural_Practices_Hinder_Reason"].fillna("")
CPH_R3["Cultural_Practices_Hinder_Reason"] = CPH_R3["Cultural_Practices_Hinder_Reason"].astype(str)
CPH_R3_Text = " ".join(CPH_R3["Cultural_Practices_Hinder_Reason"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CPH_R3_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Cultural Practices Hinder", loc="left", fontsize=20, pad=20)
plt.axis("off")
plt.show()
11.2 Main Project and Cultural Practices Changed¶
In [292]:
CPC_grouped = df2.groupby('Name_Main_Project')['Cultural_Practices_Changed'].value_counts(dropna=False)
In [293]:
CPC_grouped
Out[293]:
Name_Main_Project Cultural_Practices_Changed
EbA_CENTRAL_MUCHINGA_LUAPULA Strongly_Agree_Likert 1
Strongly_Disagree_Likert 1
Undecided_Likert 1
Ecosystem Conservation_NORTH_WESTERN NaN 5
Strongly_Agree_Likert 4
Strongly_Disagree_Likert 2
PIN_WESTERN Strongly_Disagree_Likert 4
Strongly_Agree_Likert 1
NaN 1
SCRALA_SOUTHERN_WESTERN_NORTHEN Agree_Likert 11
Disagree_Likert 7
Strongly_Disagree_Likert 4
Undecided_Likert 4
Strongly_Agree_Likert 3
NaN 1
SCReBS_WESTERN Strongly_Disagree_Likert 6
Strongly_Agree_Likert 5
Agree_Likert 4
SCRiKA_LS Agree_Likert 11
Strongly_Agree_Likert 10
NaN 10
Strongly_Disagree_Likert 6
Disagree_Likert 5
Undecided_Likert 2
TRALARD_LNM Strongly_Disagree_Likert 18
Disagree_Likert 10
Strongly_Agree_Likert 5
Agree_Likert 3
Undecided_Likert 2
NaN 2
Name: count, dtype: int64
In [294]:
CPC_grouped1 = pd.DataFrame(CPC_grouped)
In [295]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = CPC_grouped1, x="count", y="Name_Main_Project", hue="Cultural_Practices_Changed", hue_order=hue_order, legend=True)
ax.set_title("Figure 14: Number of Responses on Willingnes to Change Cultural Practices for Sustainable Management of SES in the Main Projects", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
11.3 Main project and Cultural Aspects Considered¶
In [296]:
CAC_grouped = df2.groupby('Name_Main_Project')['Cultural_Aspects_Considered'].value_counts(dropna=False)
In [297]:
CAC_grouped1 = pd.DataFrame(CAC_grouped)
In [298]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = CAC_grouped1, x="count", y="Name_Main_Project", hue="Cultural_Aspects_Considered", hue_order=hue_order, legend=True)
ax.set_title("Figure 15: Number of Responses on if Cultural Aspects are Considered for Sustainable Management of SES in the Main Projects", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
In [127]:
agreement_levels = ["Agree_Likert", "Strongly_Agree_Likert"]
CAC_R = df2[df2["Cultural_Aspects_Considered"].isin(agreement_levels)]
CAC_R1 = CAC_R.drop(CPH_R.columns[[0,1,2,3,4,6,7,8,9,10,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
CAC_R1grouped = CAC_R1.groupby('Name_Main_Project')['Cultural_Aspects_Considered']
CAC_R1
Out[127]:
| Name_Main_Project | Cultural_Aspects_Considered | Cultural_Aspects_Considered_Reasons | |
|---|---|---|---|
| 1 | TRALARD_LNM | Strongly_Agree_Likert | There is need to have power in what is being formulated so that there is ownership |
| 3 | TRALARD_LNM | Strongly_Agree_Likert | At the time of getting the land for the project it comes with regulations |
| 7 | TRALARD_LNM | Strongly_Agree_Likert | There are rules that along the river banks, the trees do not need to cut down |
| 11 | TRALARD_LNM | Strongly_Agree_Likert | There are sometimes we have to give the Chiefs from the harvest that we collect or produce that has to be accounted for |
| 17 | TRALARD_LNM | Strongly_Agree_Likert | There is nothing because those things ended a long time ago and the Chiefs would talk to the spirits to protect the land |
| 21 | TRALARD_LNM | Strongly_Agree_Likert | They are not included |
| 22 | TRALARD_LNM | Strongly_Agree_Likert | If there are no customary practices the natural resources can get destroyed |
| 23 | EbA_CENTRAL_MUCHINGA_LUAPULA | Agree_Likert | No answer |
| 24 | TRALARD_LNM | Agree_Likert | No answer |
| 25 | TRALARD_LNM | Agree_Likert | If it is not done the product or project will not work well |
| 27 | TRALARD_LNM | Strongly_Agree_Likert | We follow the customary practices but people burn late which is not inorder |
| 28 | TRALARD_LNM | Strongly_Agree_Likert | We do it so that our livelihood can improve |
| 31 | TRALARD_LNM | Agree_Likert | We just follow the historical practices of our forefathers |
| 32 | TRALARD_LNM | Strongly_Agree_Likert | There cultural practices such as spririal rites done by traditional authority |
| 33 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Agree_Likert | The accessing of land from the traditional authority who also give instructions of where to put livelihoods and not close to the water sources or resources |
| 35 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | A project cannot operate without consulting the traditional authority |
| 39 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | No answer |
| 44 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | Sometimes we discuss locally how the animals are going to be looked after |
| 46 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | We always follow the laws that are taught to us |
| 49 | TRALARD_LNM | Agree_Likert | We can destroy the environment if there are no customary practices |
| 56 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Agree_Likert | They cannot be changed because we would like to have the environment protected for our generation to see them in future |
| 57 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Agree_Likert | Previously people used to cut trees anyhow but now there is change |
| 59 | Ecosystem Conservation_NORTH_WESTERN | Agree_Likert | The cultural aspects are considered because they are within the CFMG |
| 66 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Agree_Likert | Even the Bible says do not forget your roots |
| 68 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | We always follow what we are told |
| 70 | SCRiKA_LS | Strongly_Agree_Likert | We have to consider it because if it is not the projects would not work well for instance in Livingstone the community destroyed the cultural activities of northwestern because they came from a different region |
| 72 | SCRiKA_LS | Strongly_Agree_Likert | The Borehole cannot be sank near the grave yard and when there is funeral in the community you cannot hold a meeting in the village |
| 75 | SCRiKA_LS | Agree_Likert | NaN |
| 76 | SCRiKA_LS | Agree_Likert | The groups have their own mission like our group we give money to the orphans from the profit we make |
| 79 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Agree_Likert | We do not do it |
| 85 | SCRiKA_LS | Strongly_Agree_Likert | We do not |
| 92 | SCRiKA_LS | Agree_Likert | No answer |
| 93 | SCRiKA_LS | Agree_Likert | NaN |
| 94 | SCRiKA_LS | Agree_Likert | NaN |
| 95 | SCRiKA_LS | Agree_Likert | They are considered because the thatched roof, using poles for the cattle craw are some of the cultural aspects that are difficult to change unless people have enough money |
| 100 | SCRiKA_LS | Strongly_Agree_Likert | The project is bettering our lives |
| 109 | SCRiKA_LS | Strongly_Agree_Likert | NaN |
| 110 | SCRiKA_LS | Strongly_Agree_Likert | When we have been taught |
| 115 | SCRiKA_LS | Strongly_Agree_Likert | The traditional leaders have to accept that a certain project has to be done on a specific place |
| 141 | SCReBS_WESTERN | Agree_Likert | We included the induna |
| 146 | PIN_WESTERN | Agree_Likert | Only the indunas that send the representative to learn and they accept the project in the community |
In [128]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CAC_R1.iterrows():
CAC_R1_filter_sentence = []
CAC_R1_sentence = row["Cultural_Aspects_Considered_Reasons"]
if pd.isnull(CAC_R1_sentence):
continue
CAC_R1_sentence_cleaned = re.sub(r'[^\w\s]','',CAC_R1_sentence)
CAC_R1_words = nltk.word_tokenize(CAC_R1_sentence_cleaned)
CAC_R1_words = [lemmatizer.lemmatize(w) for w in CAC_R1_words if w.lower() not in stop_words]
CAC_R1_filter_sentence.extend(CAC_R1_words)
print(CAC_R1_filter_sentence)
['need', 'power', 'formulated', 'ownership'] ['time', 'getting', 'land', 'project', 'come', 'regulation'] ['rule', 'along', 'river', 'bank', 'tree', 'need', 'cut'] ['sometimes', 'give', 'Chiefs', 'harvest', 'collect', 'produce', 'accounted'] ['nothing', 'thing', 'ended', 'long', 'time', 'ago', 'Chiefs', 'would', 'talk', 'spirit', 'protect', 'land'] ['included'] ['customary', 'practice', 'natural', 'resource', 'get', 'destroyed'] ['answer'] ['answer'] ['done', 'product', 'project', 'work', 'well'] ['follow', 'customary', 'practice', 'people', 'burn', 'late', 'inorder'] ['livelihood', 'improve'] ['follow', 'historical', 'practice', 'forefather'] ['cultural', 'practice', 'spririal', 'rite', 'done', 'traditional', 'authority'] ['accessing', 'land', 'traditional', 'authority', 'also', 'give', 'instruction', 'put', 'livelihood', 'close', 'water', 'source', 'resource'] ['project', 'operate', 'without', 'consulting', 'traditional', 'authority'] ['answer'] ['Sometimes', 'discus', 'locally', 'animal', 'going', 'looked'] ['always', 'follow', 'law', 'taught', 'u'] ['destroy', 'environment', 'customary', 'practice'] ['changed', 'would', 'like', 'environment', 'protected', 'generation', 'see', 'future'] ['Previously', 'people', 'used', 'cut', 'tree', 'anyhow', 'change'] ['cultural', 'aspect', 'considered', 'within', 'CFMG'] ['Even', 'Bible', 'say', 'forget', 'root'] ['always', 'follow', 'told'] ['consider', 'project', 'would', 'work', 'well', 'instance', 'Livingstone', 'community', 'destroyed', 'cultural', 'activity', 'northwestern', 'came', 'different', 'region'] ['Borehole', 'sank', 'near', 'grave', 'yard', 'funeral', 'community', 'hold', 'meeting', 'village'] ['group', 'mission', 'like', 'group', 'give', 'money', 'orphan', 'profit', 'make'] [] [] ['answer'] ['considered', 'thatched', 'roof', 'using', 'pole', 'cattle', 'craw', 'cultural', 'aspect', 'difficult', 'change', 'unless', 'people', 'enough', 'money'] ['project', 'bettering', 'life'] ['taught'] ['traditional', 'leader', 'accept', 'certain', 'project', 'done', 'specific', 'place'] ['included', 'induna'] ['indunas', 'send', 'representative', 'learn', 'accept', 'project', 'community']
In [164]:
CAC_R1["Cultural_Aspects_Considered_Reasons"] = CAC_R1["Cultural_Aspects_Considered_Reasons"].fillna("")
CAC_R1["Cultural_Aspects_Considered_Reasons"] = CAC_R1["Cultural_Aspects_Considered_Reasons"].astype(str)
CAC_R1_Text = " ".join(CAC_R1["Cultural_Aspects_Considered_Reasons"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CAC_R1_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Cultural Aspects Considered", loc="left", fontsize=20, pad=20)
plt.axis("off")
plt.show()
In [131]:
agreement_levels = ["Disagree_Likert", "Strongly_Disagree_Likert"]
CAC_R2 = df2[df2["Cultural_Aspects_Considered"].isin(agreement_levels)]
CAC_R3 = CAC_R2.drop(CPH_R2.columns[[0,1,2,3,4,6,7,8,9,10,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
CAC_R3grouped = CAC_R3.groupby('Name_Main_Project')['Cultural_Aspects_Considered']
CAC_R3
Out[131]:
| Name_Main_Project | Cultural_Aspects_Considered | Cultural_Aspects_Considered_Reasons | |
|---|---|---|---|
| 0 | TRALARD_LNM | Strongly_Disagree_Likert | There is no cultural history in the area |
| 2 | TRALARD_LNM | Strongly_Disagree_Likert | There are no cultural aspects |
| 4 | TRALARD_LNM | Strongly_Disagree_Likert | We only follow what the chiefs and the government say |
| 5 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing |
| 6 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing |
| 8 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing |
| 9 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing |
| 10 | TRALARD_LNM | Strongly_Disagree_Likert | The plans were just given to us by TRALARD so there was no consideration of cultural history when formulating the projects |
| 12 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing |
| 13 | TRALARD_LNM | Strongly_Disagree_Likert | At the moment we follow the laws of the government and not cultural norms |
| 14 | TRALARD_LNM | Strongly_Disagree_Likert | There is nothing |
| 15 | TRALARD_LNM | Strongly_Disagree_Likert | We ask from the headman to give us a place where we can keep goats in a place acceptable to traditional laws |
| 18 | TRALARD_LNM | Disagree_Likert | There is nothing at the moment of having traditional leader doing spritual activities on the projects |
| 19 | TRALARD_LNM | Strongly_Disagree_Likert | We do not include cultural practices |
| 20 | TRALARD_LNM | Strongly_Disagree_Likert | So that the project can move well if the headman is not in the project otherwise if included it might have problems |
| 29 | EbA_CENTRAL_MUCHINGA_LUAPULA | Strongly_Disagree_Likert | They are not available |
| 30 | EbA_CENTRAL_MUCHINGA_LUAPULA | Strongly_Disagree_Likert | We do not consider |
| 34 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | There is nothing |
| 36 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | There is nothing |
| 37 | TRALARD_LNM | Disagree_Likert | We do not do that |
| 38 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | There is nothing |
| 41 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | We do not do it |
| 42 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | We do not do that it as it is unneccesary |
| 45 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | We do not have anything |
| 47 | TRALARD_LNM | Disagree_Likert | We do not do it |
| 50 | TRALARD_LNM | Disagree_Likert | There is nothing |
| 52 | TRALARD_LNM | Disagree_Likert | NaN |
| 53 | TRALARD_LNM | Disagree_Likert | We do not include |
| 55 | TRALARD_LNM | Disagree_Likert | NaN |
| 58 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Disagree_Likert | We do not |
| 62 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 67 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | We do not include it in our aspect |
| 71 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 74 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing included |
| 77 | SCRiKA_LS | Strongly_Disagree_Likert | Nothing is considered |
| 80 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | There is nothing |
| 81 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | We do not do it |
| 82 | SCRiKA_LS | Strongly_Disagree_Likert | Nothing is considered |
| 83 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 87 | SCRiKA_LS | Disagree_Likert | Not included |
| 88 | SCRiKA_LS | Disagree_Likert | NaN |
| 89 | SCRiKA_LS | Strongly_Disagree_Likert | We do not include |
| 90 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing included |
| 91 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 96 | SCRiKA_LS | Strongly_Disagree_Likert | Not included |
| 97 | SCRiKA_LS | Strongly_Disagree_Likert | Nothing |
| 98 | SCRiKA_LS | Strongly_Disagree_Likert | Nothing |
| 102 | SCRiKA_LS | Disagree_Likert | NaN |
| 103 | SCRiKA_LS | Disagree_Likert | There is nothing |
| 104 | SCRiKA_LS | Strongly_Disagree_Likert | They are under the control of the Chief who can make changes to them |
| 105 | SCRiKA_LS | Disagree_Likert | NaN |
| 106 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing that is included |
| 107 | SCRiKA_LS | Strongly_Disagree_Likert | They are not taken into consideration |
| 108 | SCRiKA_LS | Strongly_Disagree_Likert | The project can be destroyed because of culture |
| 112 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 113 | SCRiKA_LS | Strongly_Disagree_Likert | NaN |
| 114 | SCRiKA_LS | Strongly_Disagree_Likert | We do not |
| 117 | SCRiKA_LS | Strongly_Disagree_Likert | There is nothing |
| 118 | SCRiKA_LS | Disagree_Likert | The projects are not associated with the cultural aspects |
| 119 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | Thee is nothing |
| 120 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | There is nothing |
| 121 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | We do not |
| 122 | SCReBS_WESTERN | Strongly_Disagree_Likert | NaN |
| 123 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | NaN |
| 124 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | Not considered |
| 125 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | There is nothing |
| 127 | SCReBS_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 128 | SCReBS_WESTERN | Disagree_Likert | There is nothing |
| 129 | SCReBS_WESTERN | Strongly_Disagree_Likert | It is because the project does not come through BRE |
| 130 | SCReBS_WESTERN | Strongly_Disagree_Likert | They are not part of the project |
| 131 | SCReBS_WESTERN | Strongly_Disagree_Likert | We do not |
| 132 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | NaN |
| 133 | SCReBS_WESTERN | Strongly_Disagree_Likert | We do not |
| 134 | SCReBS_WESTERN | Strongly_Disagree_Likert | Nothing |
| 135 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | We do not |
| 136 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | There is nothing |
| 137 | SCReBS_WESTERN | Strongly_Disagree_Likert | We do not because we only follow the teachings |
| 138 | SCReBS_WESTERN | Strongly_Disagree_Likert | The cultural aspects are not included |
| 139 | SCReBS_WESTERN | Strongly_Disagree_Likert | The cultural aspects are not included |
| 140 | SCReBS_WESTERN | Strongly_Disagree_Likert | We do not |
| 142 | PIN_WESTERN | Strongly_Disagree_Likert | No we do not |
| 143 | SCReBS_WESTERN | Strongly_Disagree_Likert | They are not included |
| 144 | PIN_WESTERN | Strongly_Disagree_Likert | We do not include |
| 147 | PIN_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 148 | PIN_WESTERN | Strongly_Disagree_Likert | There is nothing |
| 149 | SCReBS_WESTERN | Strongly_Disagree_Likert | We do not do it |
In [132]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CAC_R3.iterrows():
CAC_R3_filter_sentence = []
CAC_R3_sentence = row["Cultural_Aspects_Considered_Reasons"]
if pd.isnull(CAC_R3_sentence):
continue
CAC_R3_sentence_cleaned = re.sub(r'[^\w\s]','',CAC_R3_sentence)
CAC_R3_words = nltk.word_tokenize(CAC_R3_sentence_cleaned)
CAC_R3_words = [lemmatizer.lemmatize(w) for w in CAC_R3_words if w.lower() not in stop_words]
CAC_R3_filter_sentence.extend(CAC_R3_words)
print(CAC_R3_filter_sentence)
['cultural', 'history', 'area'] ['cultural', 'aspect'] ['follow', 'chief', 'government', 'say'] ['nothing'] ['nothing'] ['nothing'] ['nothing'] ['plan', 'given', 'u', 'TRALARD', 'consideration', 'cultural', 'history', 'formulating', 'project'] ['nothing'] ['moment', 'follow', 'law', 'government', 'cultural', 'norm'] ['nothing'] ['ask', 'headman', 'give', 'u', 'place', 'keep', 'goat', 'place', 'acceptable', 'traditional', 'law'] ['nothing', 'moment', 'traditional', 'leader', 'spritual', 'activity', 'project'] ['include', 'cultural', 'practice'] ['project', 'move', 'well', 'headman', 'project', 'otherwise', 'included', 'might', 'problem'] ['available'] ['consider'] ['nothing'] ['nothing'] [] ['nothing'] [] ['unneccesary'] ['anything'] [] ['nothing'] ['include'] [] ['nothing'] ['include', 'aspect'] ['nothing'] ['nothing', 'included'] ['Nothing', 'considered'] ['nothing'] [] ['Nothing', 'considered'] ['nothing'] ['included'] ['include'] ['nothing', 'included'] ['nothing'] ['included'] ['Nothing'] ['Nothing'] ['nothing'] ['control', 'Chief', 'make', 'change'] ['nothing', 'included'] ['taken', 'consideration'] ['project', 'destroyed', 'culture'] ['nothing'] [] ['nothing'] ['project', 'associated', 'cultural', 'aspect'] ['Thee', 'nothing'] ['nothing'] [] ['considered'] ['nothing'] ['nothing'] ['nothing'] ['project', 'come', 'BRE'] ['part', 'project'] [] [] ['Nothing'] [] ['nothing'] ['follow', 'teaching'] ['cultural', 'aspect', 'included'] ['cultural', 'aspect', 'included'] [] [] ['included'] ['include'] ['nothing'] ['nothing'] []
In [165]:
CAC_R3["Cultural_Aspects_Considered_Reasons"] = CAC_R3["Cultural_Aspects_Considered_Reasons"].fillna("")
CAC_R3["Cultural_Aspects_Considered_Reasons"] = CAC_R3["Cultural_Aspects_Considered_Reasons"].astype(str)
CAC_R3_Text = " ".join(CAC_R3["Cultural_Aspects_Considered_Reasons"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CAC_R3_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Cultural Aspects Considered", loc="left", fontsize=20, pad=20)
plt.axis("off")
plt.show()
11.4 Main Project and Measure of Indicators¶
In [303]:
MI_grouped = df2.groupby('Name_Main_Project')['Measure_Indicators'].value_counts(dropna=False)
In [304]:
MI_grouped1 = pd.DataFrame(MI_grouped)
In [305]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = MI_grouped1, x="count", y="Name_Main_Project", hue="Measure_Indicators", hue_order=hue_order, legend=True)
ax.set_title("Figure 16: Number of Responses on if Measurement of Indicators is important for Sustainable Management of SES in the Main Projects", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
11.5 Main Project and Livelihood Dependent¶
In [306]:
LD_grouped = df2.groupby('Name_Main_Project')['Livilihood_Depenedent'].value_counts(dropna=False)
In [307]:
LD_grouped1 = pd.DataFrame(LD_grouped)
In [308]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = LD_grouped1, x="count", y="Name_Main_Project", hue="Livilihood_Depenedent", hue_order=hue_order, legend=True)
ax.set_title("Figure 17: Number of Responses in each of the main Project on if Livelihoods Depend on SES", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
11.6 Main Project and Livelihood Changed¶
In [309]:
CL_grouped = df2.groupby('Name_Main_Project')['Change_Livelihood'].value_counts(dropna=False)
In [310]:
CL_grouped1 = pd.DataFrame(CL_grouped)
In [311]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = CL_grouped1, x="count", y="Name_Main_Project", hue="Change_Livelihood", hue_order=hue_order, legend=True)
ax.set_title("Figure 18: Number of Responses in each of the main Project on if Livelihoods can be Changed", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
11.7 Main Project and Livelihood Changing Easy¶
In [312]:
CLE_grouped = df2.groupby('Name_Main_Project')['Change_Livelihood_Easy'].value_counts(dropna=False)
In [313]:
CLE_grouped1 = pd.DataFrame(CLE_grouped)
In [314]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = CLE_grouped1, x="count", y="Name_Main_Project", hue="Change_Livelihood_Easy", hue_order=hue_order, legend=True)
ax.set_title("Figure 19: Number of Responses in each of the main Project on if Livelihoods can be Changed Easily", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
In [135]:
agreement_levels = ["Agree_Likert", "Strongly_Agree_Likert"]
CLE_R = df2[df2["Change_Livelihood_Easy"].isin(agreement_levels)]
CLE_R1 = CLE_R.drop(CLE_R.columns[[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
CLE_R1grouped = CLE_R1.groupby('Name_Main_Project')['Change_Livelihood_Easy']
CLE_R1
Out[135]:
| Name_Main_Project | Change_Livelihood_Easy | Change_Livelihood_Easy_Reasons | |
|---|---|---|---|
| 0 | TRALARD_LNM | Strongly_Agree_Likert | If the SES are taken care of they can increase in number and bring income |
| 1 | TRALARD_LNM | Strongly_Agree_Likert | The SeS can be depleted thus there need to change to agriculture like goat rearing |
| 2 | TRALARD_LNM | Agree_Likert | Change is easier because he is the one who has decides to change |
| 4 | TRALARD_LNM | Strongly_Agree_Likert | There has been things like climate change affecting us thus the thought to change |
| 5 | TRALARD_LNM | Strongly_Agree_Likert | If there is new improvement like cooking stove we can change the way of livelihood |
| 6 | TRALARD_LNM | Strongly_Agree_Likert | There can be destruction of SES |
| 7 | TRALARD_LNM | Strongly_Agree_Likert | There is need to change from cutting down to other activities |
| 8 | TRALARD_LNM | Strongly_Agree_Likert | There is need to change to activities that do not destroy the environment |
| 9 | TRALARD_LNM | Strongly_Agree_Likert | They can be changed through learning |
| 11 | TRALARD_LNM | Strongly_Agree_Likert | If we had kept well the projects like chicken and goats that would help to not depend on the natural resources |
| 12 | TRALARD_LNM | Strongly_Agree_Likert | Through the fish ponds of our project |
| 13 | TRALARD_LNM | Strongly_Agree_Likert | Because they can also improve our livelihood in future |
| 14 | TRALARD_LNM | Strongly_Agree_Likert | As long as I have money for other livelihoods |
| 15 | TRALARD_LNM | Strongly_Agree_Likert | We want to venture into farming and that the reason why we shifted to the place we are located |
| 17 | TRALARD_LNM | Strongly_Agree_Likert | NaN |
| 21 | TRALARD_LNM | Strongly_Agree_Likert | There are some sub projects that we do such as bee keeping that can be disturbed by late burning but early burning does not disturb them because the fire is not that much |
| 22 | TRALARD_LNM | Strongly_Agree_Likert | We need to change for instance we depend on water from Lulimala river and if it dries, we will not get water |
| 25 | TRALARD_LNM | Agree_Likert | There natural resources that are protected that cannot be accessed |
| 26 | TRALARD_LNM | Agree_Likert | We use them according to the accepted norms |
| 27 | TRALARD_LNM | Agree_Likert | Yes but we normally use natural resources somehow |
| 32 | TRALARD_LNM | Strongly_Agree_Likert | So that the environment is protected and I have some business that I have |
| 33 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Agree_Likert | It is easier to change because of the experience we have on the natural resources and we change in accordance to climate change |
| 35 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | They can change slowly due to low performance of the group |
| 38 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | We do not depend on them |
| 39 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | It would be difficult but after some time it would change gradually |
| 40 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | NaN |
| 41 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Agree_Likert | There is need to change because the world is developing hence to move with it |
| 42 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | The keeping of goats helps in protecting the environment because the livelihood is depend on them |
| 43 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | They are a source of income |
| 44 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | So that the government can support us in turn we protect the environment |
| 46 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | If there are people who are teaching you there are new things that you learn |
| 47 | TRALARD_LNM | Agree_Likert | Some things are difficult to look after for instance honey from bee or mushrooms which may be difficult to find |
| 49 | TRALARD_LNM | Agree_Likert | If it is the protected resources we can change |
| 51 | TRALARD_LNM | Agree_Likert | As long as there is help from the government |
| 52 | TRALARD_LNM | Agree_Likert | So that that we can do farming |
| 53 | TRALARD_LNM | Agree_Likert | The project we have can help us improve our livelihoods |
| 56 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Agree_Likert | We can change the ways of depending on cutting tree so that we focus on producing honey for our livelihoods |
| 57 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Agree_Likert | We have a knowledge that makes us act in the certain way currently and in future we might have new knowledge that would make us act in a different way from the initial one |
| 58 | Ecosystem Conservation_NORTH_WESTERN | Agree_Likert | We are earning from natural resources so that we can develop |
| 59 | Ecosystem Conservation_NORTH_WESTERN | Agree_Likert | The change is easier because it is depent on the people and it can be easily changed |
| 62 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Agree_Likert | There are other livelihoods we plan for such as small livestock in the CFMG as well as gardens |
| 63 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Agree_Likert | NaN |
| 65 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Agree_Likert | If there are other sources of earning a living |
| 66 | Ecosystem Conservation_NORTH_WESTERN | Strongly_Agree_Likert | Through management of the forest and through capacity buildiing |
| 70 | SCRiKA_LS | Strongly_Agree_Likert | There is climate change that forces to change the livelihoods |
| 71 | SCRiKA_LS | Agree_Likert | We only depend on domecticated animals |
| 72 | SCRiKA_LS | Agree_Likert | As long as there is support from somewhere |
| 74 | SCRiKA_LS | Agree_Likert | If there are resources we can change the livelihood |
| 75 | SCRiKA_LS | Agree_Likert | As long as we have no where to depend on for our livelihoods |
| 76 | SCRiKA_LS | Strongly_Agree_Likert | If have have enough water inland than depeneding on the river shores for cultivation purposes then the livelihoods would change |
| 77 | SCRiKA_LS | Agree_Likert | Thing are evolving thus I cannot be stagnant |
| 79 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Agree_Likert | As long as we are helped with altrenative livelihoods |
| 80 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Agree_Likert | We are trying to shift to make gardens for our livelihoods |
| 82 | SCRiKA_LS | Strongly_Agree_Likert | The way things of climate change are it calls for changes |
| 83 | SCRiKA_LS | Agree_Likert | As long as there are different alternative livelihoods |
| 85 | SCRiKA_LS | Agree_Likert | Yes because we are depending of the catle we are looking after thus it is easy to change |
| 86 | SCRiKA_LS | Strongly_Agree_Likert | If there is no profit in one livelihood I can change to another type of livelihood |
| 87 | SCRiKA_LS | Agree_Likert | It is not easy but it is important to change because of climate change where you have to change without taking alternative |
| 88 | SCRiKA_LS | Agree_Likert | Our livelihood depends on farming as our main activities |
| 89 | SCRiKA_LS | Agree_Likert | Changing is difficult but when you get used it is fine |
| 90 | SCRiKA_LS | Strongly_Agree_Likert | Because we are always depending on farming thus a change would lead us to access through that we do not have currently |
| 91 | SCRiKA_LS | Agree_Likert | We are always focused in agriculture thus it is a little bit difficult to change |
| 92 | SCRiKA_LS | Strongly_Agree_Likert | No answer |
| 93 | SCRiKA_LS | Agree_Likert | I would prefer to shift to gardening that other activities |
| 94 | SCRiKA_LS | Agree_Likert | If the change leads to a better life it can be easy |
| 95 | SCRiKA_LS | Agree_Likert | If there are some guidelines to assist in changing the livelihood |
| 97 | SCRiKA_LS | Agree_Likert | I do not know because the livelihood I would change might be worse than the current one |
| 98 | SCRiKA_LS | Agree_Likert | It can be changed with dependency to climate change |
| 100 | SCRiKA_LS | Strongly_Agree_Likert | As long as there are more advantages than disadvantages as well as technology allow it to be done |
| 101 | SCRiKA_LS | Agree_Likert | NaN |
| 102 | SCRiKA_LS | Agree_Likert | But we only depend on the forest and wetlands |
| 104 | SCRiKA_LS | Agree_Likert | If we are changing to the better one |
| 105 | SCRiKA_LS | Strongly_Agree_Likert | Life is hard due to high cost of commodities |
| 110 | SCRiKA_LS | Strongly_Agree_Likert | NaN |
| 111 | SCRiKA_LS | Agree_Likert | There is a problem with the boreholes |
| 113 | SCRiKA_LS | Strongly_Agree_Likert | NaN |
| 114 | SCRiKA_LS | Agree_Likert | It is not easy but it is a good thing |
| 118 | SCRiKA_LS | Agree_Likert | The way we live we adapt any environment like now we have climate change thus we have adapted to challenges |
| 125 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Agree_Likert | If we find someone to assist us we can change |
| 130 | SCReBS_WESTERN | Strongly_Agree_Likert | NaN |
| 132 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Agree_Likert | If we have the knowledge to use thing that have been given to us by the government and live a good life |
| 133 | SCReBS_WESTERN | Agree_Likert | If there is a law that ask us to change we can do it |
| 134 | SCReBS_WESTERN | Agree_Likert | As long as I have help from somewhere |
| 135 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Agree_Likert | It is easier after a long time or process |
| 137 | SCReBS_WESTERN | Strongly_Agree_Likert | As long as we have what to use to change them |
| 138 | SCReBS_WESTERN | Strongly_Agree_Likert | I have limited responsibility thus it is easy to change |
| 140 | SCReBS_WESTERN | Strongly_Agree_Likert | This period is of climate change that calls for different way of doing things |
| 141 | SCReBS_WESTERN | Strongly_Agree_Likert | If am empowered, it is easy |
| 142 | PIN_WESTERN | Strongly_Agree_Likert | If you use the knowledge adquately it is easier |
| 143 | SCReBS_WESTERN | Agree_Likert | As long as there is need for me to change as well as climate change |
| 144 | PIN_WESTERN | Agree_Likert | It is easier as long as there is commitment |
| 146 | PIN_WESTERN | Strongly_Agree_Likert | The person can make a decision through looking back to what he or she has done so as to make corrective measures |
| 147 | PIN_WESTERN | Strongly_Agree_Likert | As long as you are committed |
| 148 | PIN_WESTERN | Strongly_Agree_Likert | It is difficult but as long as you follow what you have been taught you can change |
| 149 | SCReBS_WESTERN | Strongly_Agree_Likert | As long as I have the capacity to do so |
In [136]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CLE_R1.iterrows():
CLE_R1_filter_sentence = []
CLE_R1_sentence = row["Change_Livelihood_Easy_Reasons"]
if pd.isnull(CLE_R1_sentence):
continue
CLE_R1_sentence_cleaned = re.sub(r'[^\w\s]','',CLE_R1_sentence)
CLE_R1_words = nltk.word_tokenize(CLE_R1_sentence_cleaned)
CLE_R1_words = [lemmatizer.lemmatize(w) for w in CLE_R1_words if w.lower() not in stop_words]
CLE_R1_filter_sentence.extend(CLE_R1_words)
print(CLE_R1_filter_sentence)
['SES', 'taken', 'care', 'increase', 'number', 'bring', 'income'] ['SeS', 'depleted', 'thus', 'need', 'change', 'agriculture', 'like', 'goat', 'rearing'] ['Change', 'easier', 'one', 'decides', 'change'] ['thing', 'like', 'climate', 'change', 'affecting', 'u', 'thus', 'thought', 'change'] ['new', 'improvement', 'like', 'cooking', 'stove', 'change', 'way', 'livelihood'] ['destruction', 'SES'] ['need', 'change', 'cutting', 'activity'] ['need', 'change', 'activity', 'destroy', 'environment'] ['changed', 'learning'] ['kept', 'well', 'project', 'like', 'chicken', 'goat', 'would', 'help', 'depend', 'natural', 'resource'] ['fish', 'pond', 'project'] ['also', 'improve', 'livelihood', 'future'] ['long', 'money', 'livelihood'] ['want', 'venture', 'farming', 'reason', 'shifted', 'place', 'located'] ['sub', 'project', 'bee', 'keeping', 'disturbed', 'late', 'burning', 'early', 'burning', 'disturb', 'fire', 'much'] ['need', 'change', 'instance', 'depend', 'water', 'Lulimala', 'river', 'dry', 'get', 'water'] ['natural', 'resource', 'protected', 'accessed'] ['use', 'according', 'accepted', 'norm'] ['Yes', 'normally', 'use', 'natural', 'resource', 'somehow'] ['environment', 'protected', 'business'] ['easier', 'change', 'experience', 'natural', 'resource', 'change', 'accordance', 'climate', 'change'] ['change', 'slowly', 'due', 'low', 'performance', 'group'] ['depend'] ['would', 'difficult', 'time', 'would', 'change', 'gradually'] ['need', 'change', 'world', 'developing', 'hence', 'move'] ['keeping', 'goat', 'help', 'protecting', 'environment', 'livelihood', 'depend'] ['source', 'income'] ['government', 'support', 'u', 'turn', 'protect', 'environment'] ['people', 'teaching', 'new', 'thing', 'learn'] ['thing', 'difficult', 'look', 'instance', 'honey', 'bee', 'mushroom', 'may', 'difficult', 'find'] ['protected', 'resource', 'change'] ['long', 'help', 'government'] ['farming'] ['project', 'help', 'u', 'improve', 'livelihood'] ['change', 'way', 'depending', 'cutting', 'tree', 'focus', 'producing', 'honey', 'livelihood'] ['knowledge', 'make', 'u', 'act', 'certain', 'way', 'currently', 'future', 'might', 'new', 'knowledge', 'would', 'make', 'u', 'act', 'different', 'way', 'initial', 'one'] ['earning', 'natural', 'resource', 'develop'] ['change', 'easier', 'depent', 'people', 'easily', 'changed'] ['livelihood', 'plan', 'small', 'livestock', 'CFMG', 'well', 'garden'] ['source', 'earning', 'living'] ['management', 'forest', 'capacity', 'buildiing'] ['climate', 'change', 'force', 'change', 'livelihood'] ['depend', 'domecticated', 'animal'] ['long', 'support', 'somewhere'] ['resource', 'change', 'livelihood'] ['long', 'depend', 'livelihood'] ['enough', 'water', 'inland', 'depeneding', 'river', 'shore', 'cultivation', 'purpose', 'livelihood', 'would', 'change'] ['Thing', 'evolving', 'thus', 'stagnant'] ['long', 'helped', 'altrenative', 'livelihood'] ['trying', 'shift', 'make', 'garden', 'livelihood'] ['way', 'thing', 'climate', 'change', 'call', 'change'] ['long', 'different', 'alternative', 'livelihood'] ['Yes', 'depending', 'catle', 'looking', 'thus', 'easy', 'change'] ['profit', 'one', 'livelihood', 'change', 'another', 'type', 'livelihood'] ['easy', 'important', 'change', 'climate', 'change', 'change', 'without', 'taking', 'alternative'] ['livelihood', 'depends', 'farming', 'main', 'activity'] ['Changing', 'difficult', 'get', 'used', 'fine'] ['always', 'depending', 'farming', 'thus', 'change', 'would', 'lead', 'u', 'access', 'currently'] ['always', 'focused', 'agriculture', 'thus', 'little', 'bit', 'difficult', 'change'] ['answer'] ['would', 'prefer', 'shift', 'gardening', 'activity'] ['change', 'lead', 'better', 'life', 'easy'] ['guideline', 'assist', 'changing', 'livelihood'] ['know', 'livelihood', 'would', 'change', 'might', 'worse', 'current', 'one'] ['changed', 'dependency', 'climate', 'change'] ['long', 'advantage', 'disadvantage', 'well', 'technology', 'allow', 'done'] ['depend', 'forest', 'wetland'] ['changing', 'better', 'one'] ['Life', 'hard', 'due', 'high', 'cost', 'commodity'] ['problem', 'boreholes'] ['easy', 'good', 'thing'] ['way', 'live', 'adapt', 'environment', 'like', 'climate', 'change', 'thus', 'adapted', 'challenge'] ['find', 'someone', 'assist', 'u', 'change'] ['knowledge', 'use', 'thing', 'given', 'u', 'government', 'live', 'good', 'life'] ['law', 'ask', 'u', 'change'] ['long', 'help', 'somewhere'] ['easier', 'long', 'time', 'process'] ['long', 'use', 'change'] ['limited', 'responsibility', 'thus', 'easy', 'change'] ['period', 'climate', 'change', 'call', 'different', 'way', 'thing'] ['empowered', 'easy'] ['use', 'knowledge', 'adquately', 'easier'] ['long', 'need', 'change', 'well', 'climate', 'change'] ['easier', 'long', 'commitment'] ['person', 'make', 'decision', 'looking', 'back', 'done', 'make', 'corrective', 'measure'] ['long', 'committed'] ['difficult', 'long', 'follow', 'taught', 'change'] ['long', 'capacity']
In [150]:
CLE_R1["Change_Livelihood_Easy_Reasons"] = CLE_R1["Change_Livelihood_Easy_Reasons"].fillna("")
CLE_R1["Change_Livelihood_Easy_Reasons"] = CLE_R1["Change_Livelihood_Easy_Reasons"].astype(str)
CLE_R1_Text = " ".join(CLE_R1["Change_Livelihood_Easy_Reasons"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CLE_R1_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Change Livelihood Easy", loc="left", fontsize=20, pad=20)
plt.axis("off")
plt.show()
In [140]:
agreement_levels = ["Disagree_Likert", "Strongly_Disagree_Likert"]
CLE_R2 = df2[df2["Change_Livelihood_Easy"].isin(agreement_levels)]
CLE_R3 = CLE_R2.drop(CLE_R2.columns[[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,29,30,31,32,33,34]], axis = 1)
CLE_R3grouped = CLE_R3.groupby('Name_Main_Project')['Change_Livelihood_Easy']
CLE_R3
Out[140]:
| Name_Main_Project | Change_Livelihood_Easy | Change_Livelihood_Easy_Reasons | |
|---|---|---|---|
| 3 | TRALARD_LNM | Strongly_Disagree_Likert | Because my livelihood would improve |
| 10 | TRALARD_LNM | Strongly_Disagree_Likert | Because everything we use comes from natural resources like tree for building, animals for proteins |
| 16 | TRALARD_LNM | Strongly_Disagree_Likert | It is a source of income |
| 18 | TRALARD_LNM | Strongly_Disagree_Likert | They can assist in having adequate water if trees are not cut as well as future general to see the natural resources |
| 19 | TRALARD_LNM | Disagree_Likert | The world is becoming mordenised thus we need to adapt to the current status |
| 20 | TRALARD_LNM | Disagree_Likert | Thats where some of our income comes from |
| 23 | EbA_CENTRAL_MUCHINGA_LUAPULA | Disagree_Likert | It is because we depend on natural resources thus changing is not easy |
| 24 | TRALARD_LNM | Disagree_Likert | I do not use natural resources |
| 28 | TRALARD_LNM | Strongly_Disagree_Likert | We depend on agriculture and not the natural resource like forest |
| 31 | TRALARD_LNM | Disagree_Likert | We mostly use goats and pigs in our livelihoods |
| 36 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | There are the livelihoods we engage in such as keeping goats and fish farming |
| 37 | TRALARD_LNM | Disagree_Likert | I have some other livelihood like keeping goat chickens gardening and hiring of wedding dresses |
| 45 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | I only use domesticated animals |
| 50 | TRALARD_LNM | Disagree_Likert | We do not use them |
| 54 | TRALARD_LNM | Disagree_Likert | There are things of just learning more in what we are already doing |
| 55 | TRALARD_LNM | Disagree_Likert | NaN |
| 64 | Ecosystem Conservation_NORTH_WESTERN | Disagree_Likert | We do not have money for protection of the environment and we have not yet had money from the carbon trade and we have been waiting for it for long time now |
| 68 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | NaN |
| 69 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | NaN |
| 78 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | Because am used to it |
| 81 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | When changing to another lifestyle it means that you are starting a new life |
| 96 | SCRiKA_LS | Disagree_Likert | It is but currently there is drought thus difficult to change |
| 103 | SCRiKA_LS | Strongly_Disagree_Likert | The natural resources were given to us by God and we depend on roots from trees for medicine and other fruits |
| 106 | SCRiKA_LS | Disagree_Likert | We have only one activity that we do here such as farming thus changing is difficult |
| 107 | SCRiKA_LS | Disagree_Likert | Our livelihood is just based on farming |
| 108 | SCRiKA_LS | Disagree_Likert | We always use products from the forest |
| 109 | SCRiKA_LS | Disagree_Likert | Our livelihood is difficult at the moment because of climate change |
| 112 | SCRiKA_LS | Disagree_Likert | There is no problem thus we cannot change |
| 115 | SCRiKA_LS | Strongly_Disagree_Likert | The person can not change unless the person is shown what to do |
| 117 | SCRiKA_LS | Strongly_Disagree_Likert | We can not manage to live without depending on the forest like our craw we use the trees |
| 119 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | NaN |
| 120 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | NaN |
| 121 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Disagree_Likert | It is only the starting point that is difficult to change because in needs finances |
| 122 | SCReBS_WESTERN | Disagree_Likert | Because i do not have the livelihood am shifting to |
| 124 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | We have our livelihoods |
| 126 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | Am not sure of the future thus i cannaot change |
| 127 | SCReBS_WESTERN | Strongly_Disagree_Likert | It is a challenge |
| 128 | SCReBS_WESTERN | Strongly_Disagree_Likert | The firewood we depend on is from trees thus it is a challenge to change. Agriculture means cutting down trees and building houses depends on the trees. Also, the piggery project that is been done does not have market thus the project is not effective |
| 129 | SCReBS_WESTERN | Strongly_Disagree_Likert | It is difficult because we do not have money and the pigs we are keeping it is a challenge looking after them and most of them die |
| 131 | SCReBS_WESTERN | Strongly_Disagree_Likert | The person leading a better life he cannot change |
| 136 | SCRALA_SOUTHERN_WESTERN_NORTHEN | Strongly_Disagree_Likert | Am at an old age thus i cannot change my livelihood |
| 139 | SCReBS_WESTERN | Disagree_Likert | I just have to continue trying |
In [141]:
lemmatizer=WordNetLemmatizer()
stop_words = set(stopwords.words('english'))
for index, row in CLE_R3.iterrows():
CLE_R3_filter_sentence = []
CLE_R3_sentence = row["Change_Livelihood_Easy_Reasons"]
if pd.isnull(CLE_R3_sentence):
continue
CLE_R3_sentence_cleaned = re.sub(r'[^\w\s]','',CLE_R3_sentence)
CLE_R3_words = nltk.word_tokenize(CLE_R3_sentence_cleaned)
CLE_R3_words = [lemmatizer.lemmatize(w) for w in CLE_R3_words if w.lower() not in stop_words]
CLE_R3_filter_sentence.extend(CLE_R3_words)
print(CLE_R3_filter_sentence)
['livelihood', 'would', 'improve'] ['everything', 'use', 'come', 'natural', 'resource', 'like', 'tree', 'building', 'animal', 'protein'] ['source', 'income'] ['assist', 'adequate', 'water', 'tree', 'cut', 'well', 'future', 'general', 'see', 'natural', 'resource'] ['world', 'becoming', 'mordenised', 'thus', 'need', 'adapt', 'current', 'status'] ['Thats', 'income', 'come'] ['depend', 'natural', 'resource', 'thus', 'changing', 'easy'] ['use', 'natural', 'resource'] ['depend', 'agriculture', 'natural', 'resource', 'like', 'forest'] ['mostly', 'use', 'goat', 'pig', 'livelihood'] ['livelihood', 'engage', 'keeping', 'goat', 'fish', 'farming'] ['livelihood', 'like', 'keeping', 'goat', 'chicken', 'gardening', 'hiring', 'wedding', 'dress'] ['use', 'domesticated', 'animal'] ['use'] ['thing', 'learning', 'already'] ['money', 'protection', 'environment', 'yet', 'money', 'carbon', 'trade', 'waiting', 'long', 'time'] ['used'] ['changing', 'another', 'lifestyle', 'mean', 'starting', 'new', 'life'] ['currently', 'drought', 'thus', 'difficult', 'change'] ['natural', 'resource', 'given', 'u', 'God', 'depend', 'root', 'tree', 'medicine', 'fruit'] ['one', 'activity', 'farming', 'thus', 'changing', 'difficult'] ['livelihood', 'based', 'farming'] ['always', 'use', 'product', 'forest'] ['livelihood', 'difficult', 'moment', 'climate', 'change'] ['problem', 'thus', 'change'] ['person', 'change', 'unless', 'person', 'shown'] ['manage', 'live', 'without', 'depending', 'forest', 'like', 'craw', 'use', 'tree'] ['starting', 'point', 'difficult', 'change', 'need', 'finance'] ['livelihood', 'shifting'] ['livelihood'] ['sure', 'future', 'thus', 'cannaot', 'change'] ['challenge'] ['firewood', 'depend', 'tree', 'thus', 'challenge', 'change', 'Agriculture', 'mean', 'cutting', 'tree', 'building', 'house', 'depends', 'tree', 'Also', 'piggery', 'project', 'done', 'market', 'thus', 'project', 'effective'] ['difficult', 'money', 'pig', 'keeping', 'challenge', 'looking', 'die'] ['person', 'leading', 'better', 'life', 'change'] ['old', 'age', 'thus', 'change', 'livelihood'] ['continue', 'trying']
In [149]:
CLE_R3["Change_Livelihood_Easy_Reasons"] = CLE_R3["Change_Livelihood_Easy_Reasons"].fillna("")
CLE_R3["Change_Livelihood_Easy_Reasons"] = CLE_R3["Change_Livelihood_Easy_Reasons"].astype(str)
CLE_R3_Text = " ".join(CLE_R1["Change_Livelihood_Easy_Reasons"])
wordcloud = WordCloud(background_color = "white", width = 1000, height = 400).generate(CLE_R3_Text)
plt.figure(figsize=(20, 10))
plt.imshow(wordcloud, interpolation="bilinear")
plt.title("Figure 20: Change Livelihood Easy", loc="left", fontsize=20, pad=20)
plt.axis("off")
plt.show()
11.8 Main Project and Ecosystem Service Reduction¶
In [319]:
ESR_grouped = df2.groupby('Name_Main_Project')['Ecosystem_Services_Reduced'].value_counts(dropna=False)
In [320]:
ESR_grouped1 = pd.DataFrame(ESR_grouped)
In [321]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = ESR_grouped1, x="count", y="Name_Main_Project", hue="Ecosystem_Services_Reduced", hue_order=hue_order, legend=True)
ax.set_title("Figure 20: Number of Responses in each of the main Project on if Ecosystem services have Reduced", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
11.9 Main project and Deforestation Increase¶
In [322]:
DI_grouped = df2.groupby('Name_Main_Project')['Deforestaion_Increased'].value_counts(dropna=False)
In [323]:
DI_grouped1 = pd.DataFrame(DI_grouped)
In [324]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = DI_grouped1, x="count", y="Name_Main_Project", hue="Deforestaion_Increased", hue_order=hue_order, legend=True)
ax.set_title("Figure 21: Number of Responses in each of the main Project on if Deforestation has Increased", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
11.10 Main project and Protected Areas as a Hinderance¶
In [325]:
PAHL_grouped = df2.groupby('Name_Main_Project')['Protected_Areas_Hinderarnce_Livelihood'].value_counts(dropna=False)
In [326]:
PAHL_grouped1 = pd.DataFrame(PAHL_grouped)
In [327]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = PAHL_grouped1, x="count", y="Name_Main_Project", hue="Protected_Areas_Hinderarnce_Livelihood", hue_order=hue_order, legend=True)
ax.set_title("Figure 22: Number of Responses in each of the main Project on if Protected Areas are a Hinderance to Livelihood", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
11.11 Main Project and New Livelihood Projects¶
In [328]:
NLP_grouped = df2.groupby('Name_Main_Project')['New_Livelihood_Projects'].value_counts(dropna=False)
In [329]:
NLP_grouped1 = pd.DataFrame(NLP_grouped)
In [330]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = NLP_grouped1, x="count", y="Name_Main_Project", hue="New_Livelihood_Projects", hue_order=hue_order, legend=True)
ax.set_title("Figure 23: Number of Responses in each of the main Project on if some Livelihood Subprojects not Implemented", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
11.12 Main Project and Sustainability of Subprojects¶
In [331]:
SSC_grouped = df2.groupby('Name_Main_Project')['Subprojects_Sustainability_Contribution'].value_counts(dropna=False)
In [332]:
SSC_grouped1 = pd.DataFrame(SSC_grouped)
In [333]:
plt.figure(figsize=(8.7, 8.27))
hue_order = ["Strongly_Disagree_Likert", "Disagree_Likert", "Undecided_Likert", "Agree_Likert", "Strongly_Agree_Likert"]
ax = sns.barplot(data = SSC_grouped1, x="count", y="Name_Main_Project", hue="Subprojects_Sustainability_Contribution", hue_order=hue_order, legend=True)
ax.set_title("Figure 24: Number of Responses in each of the main Project on if Subprojects Contribute to Sustainability", fontsize=14)
plt.legend(title="KEY")
for container in ax.containers:
ax.bar_label(container, fmt="%.0f", label_type="edge", padding=3)
plt.show()
12. Converting the Notebook¶
In [338]:
with open('02_Landscape_Transformation_Livelihood.ipynb', 'r') as f:
notebook = nbformat.read(f, as_version=4)
# Initialize the HTML Exporter
html_exporter = HTMLExporter()
(body, resources) = html_exporter.from_notebook_node(notebook)
# Save the HTML output
with open('02_Landscape_Transformation_Livelihood.html', 'w') as f:
f.write(body)
print("Conversion to HTML completed!")
Conversion to HTML completed!